{"id":"W2127258488","doi":"10.1177/0956797610385953","title":"When in Doubt, Shout!","year":2010,"lang":"en","type":"article","venue":"Psychological Science","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Scrutiny; Psychology; Social psychology; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002306619,0.00008738472,0.0001269981,0.0001192034,0.0004605547,0.000108672,0.001185841,0.0001804556,0.003290353],"category_scores_gemma":[0.0009378092,0.00006816574,0.00004807826,0.001026637,0.003530932,0.0003072734,0.00007490394,0.000461746,0.0004333894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004794084,"about_ca_system_score_gemma":0.0000530562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009267472,"about_ca_topic_score_gemma":0.003436756,"domain_scores_codex":[0.9980738,0.00009592999,0.0001904473,0.0005240163,0.0004549059,0.0006608705],"domain_scores_gemma":[0.999294,0.0001049658,0.00004647014,0.000245526,0.00006702731,0.000241966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005195016,0.000731932,0.1472396,0.000001137472,0.000002086258,0.00003179585,0.01890672,3.498995e-7,0.0705395,0.6322265,0.008488936,0.1217795],"study_design_scores_gemma":[0.000376792,0.00011943,0.6614001,0.000004812171,0.000001359202,0.000005302752,0.001348807,0.000007465359,0.000106084,0.1268456,0.209539,0.0002452071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6136329,0.00000788454,0.00003413742,0.005674375,0.001851891,0.000098072,4.626598e-7,0.00006351642,0.3786368],"genre_scores_gemma":[0.9954981,0.0000162473,0.0009905993,0.002110029,0.0003631051,0.00001942689,2.186834e-7,0.0000032697,0.0009990635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5141605,"threshold_uncertainty_score":0.9991809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06041977565641652,"score_gpt":0.4513670995736354,"score_spread":0.3909473239172188,"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."}}