{"id":"W2993640618","doi":"10.22148/001c.11826","title":"Do we know what we are doing?","year":2020,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Mental Health Research Topics","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Open science; Value (mathematics); Norm (philosophy); Psychological science; Replication (statistics); Psychology; Space (punctuation); Social psychology; Epistemology; Sociology; Political science; Computer science; Law; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04578544,0.0006317475,0.001076794,0.002386702,0.009371823,0.01855665,0.001485774,0.00503462,0.01363649],"category_scores_gemma":[0.169923,0.0005766642,0.0008409058,0.002586027,0.02469349,0.0238597,0.006542509,0.0151104,0.008896349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006574544,"about_ca_system_score_gemma":0.01580869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007820679,"about_ca_topic_score_gemma":0.01097845,"domain_scores_codex":[0.9458447,0.03273217,0.002256377,0.004712239,0.01218399,0.002270496],"domain_scores_gemma":[0.8818179,0.0685349,0.008532139,0.009754933,0.02032631,0.01103386],"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":[0.0002014049,0.0001642517,0.02634527,0.001558162,0.000266666,0.0004092544,0.1276923,0.0001363515,0.000485001,0.1552804,0.3509425,0.3365185],"study_design_scores_gemma":[0.00002095224,0.00008010487,0.005450385,0.00256373,0.00007117354,0.0006708493,0.06473634,0.00008924864,0.0004526969,0.08577486,0.8399886,0.0001011059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01477581,0.06130392,0.01220394,0.7819423,0.02261188,0.00009104366,0.0004261864,0.000291628,0.1063533],"genre_scores_gemma":[0.4443466,0.07399358,0.01342969,0.4053006,0.008849445,0.000319164,0.0009004336,0.0008227863,0.0520377],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04578544,"threshold_uncertainty_score":0.2421395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495892918248977,"score_gpt":0.445563802616336,"score_spread":0.2959745107914384,"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."}}