{"id":"W4401176157","doi":"10.1080/1047840x.2024.2366762","title":"Balancing Model Parsimony and Utility","year":2024,"lang":"en","type":"article","venue":"Psychological Inquiry","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Cognitive psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1009246,0.003196331,0.005399476,0.008066179,0.002748581,0.008473164,0.00543796,0.007269295,0.007358713],"category_scores_gemma":[0.4103881,0.001579397,0.001892641,0.006422271,0.01137858,0.01423151,0.008671095,0.01009712,0.001348343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00679909,"about_ca_system_score_gemma":0.003990316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003856481,"about_ca_topic_score_gemma":0.004976111,"domain_scores_codex":[0.88889,0.09248733,0.002720803,0.005482672,0.008914099,0.001505054],"domain_scores_gemma":[0.6290532,0.3439817,0.004793376,0.01355087,0.006538654,0.002082207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007004389,0.000112377,0.005954538,0.001195728,0.002142934,0.0004342038,0.001822932,0.03604798,0.000320476,0.861317,0.01168224,0.07826922],"study_design_scores_gemma":[0.0001050108,0.00005576471,0.0008180663,0.0002730461,0.0001048822,0.0001372162,0.000256447,0.03985983,0.00009313742,0.9543929,0.003866039,0.00003772308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06747565,0.02555298,0.6999341,0.1300359,0.001746441,0.0008255268,0.001001137,0.0005365155,0.07289179],"genre_scores_gemma":[0.8491739,0.006372543,0.1258679,0.0102916,0.002596246,0.001163372,0.0004850743,0.0005243713,0.003524946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1009246,"threshold_uncertainty_score":0.5337466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3464049010880041,"score_gpt":0.5400002891330645,"score_spread":0.1935953880450604,"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."}}