{"id":"W4226117716","doi":"10.1525/collabra.32607","title":"Do Registered Reports Make Scientific Findings More Believable to the Public?","year":2022,"lang":"en","type":"article","venue":"Collabra Psychology","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Credibility; Transparency (behavior); Rigour; Psychology; Sample (material); Test (biology); Scientific evidence; Scientific misconduct; Applied psychology; Political science; Medicine; Alternative medicine; Epistemology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003948281,0.00009143318,0.000127326,0.0002403372,0.003239988,0.0005842837,0.000651242,0.00006272263,0.005396056],"category_scores_gemma":[0.0009162987,0.0000775911,0.00005258722,0.002017475,0.0003304342,0.0002026055,0.0002086349,0.0001860883,0.0002489985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394708,"about_ca_system_score_gemma":0.0003845709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006694827,"about_ca_topic_score_gemma":0.0006216704,"domain_scores_codex":[0.997793,0.0002487193,0.0003325494,0.0003514977,0.0007626747,0.0005115231],"domain_scores_gemma":[0.998499,0.00005477729,0.0001641599,0.0008994341,0.0001529469,0.0002296566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001828584,0.00004287725,0.0004957134,0.000001960713,0.000007551476,0.00002014076,0.04543668,0.00001415032,0.00005451494,0.01429632,0.9313733,0.008238496],"study_design_scores_gemma":[0.0001582017,0.00005184524,0.003410819,0.000002097522,0.000003110403,0.00006609952,0.01189074,0.000005355279,0.000006189591,0.0006278848,0.9836769,0.0001007569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4565848,0.0001629404,0.00007165149,0.1910782,0.007436101,0.0008340449,0.00002705845,0.0001335104,0.3436718],"genre_scores_gemma":[0.8982315,0.000008648812,0.0001427273,0.01698511,0.0001506997,0.00004724088,0.00001872634,0.00001121086,0.0844041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416468,"threshold_uncertainty_score":0.9980577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0821378660502672,"score_gpt":0.3933140954148376,"score_spread":0.3111762293645705,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}