{"id":"W4386133186","doi":"10.1016/j.paid.2023.112380","title":"Book Review","year":2023,"lang":"en","type":"article","venue":"Personality and Individual Differences","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Psychoanalysis","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007968912,0.0001841304,0.0003226463,0.00008531433,0.0002351902,0.00009132548,0.0002471281,0.00005899247,0.00431265],"category_scores_gemma":[0.0001820113,0.0001440493,0.00007670831,0.0004890647,0.0002725332,0.0002529379,0.000143966,0.0001641646,0.002786342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001105944,"about_ca_system_score_gemma":0.00003498129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000688047,"about_ca_topic_score_gemma":0.00001413844,"domain_scores_codex":[0.9983007,0.0001877104,0.0002229401,0.0003590533,0.0005699413,0.0003596585],"domain_scores_gemma":[0.9993927,0.000176124,0.00007842663,0.0001648926,0.00003781201,0.0001500024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00000687999,0.00003878598,0.04000488,0.0008120869,0.00007684734,0.000004806604,0.001399066,3.142022e-8,0.00003419236,0.0009134797,0.9526953,0.004013604],"study_design_scores_gemma":[0.0001566319,0.00004715277,0.7284824,0.0005733233,0.00008344463,0.000007087977,0.0001846586,0.00002167507,0.00001612867,0.0007248936,0.2694902,0.000212354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4900353,0.4930294,0.00000163172,0.008489387,0.0001350363,0.0003946669,0.0008902193,0.0006235982,0.006400719],"genre_scores_gemma":[0.6496432,0.2627707,0.00007088228,0.06654464,0.0004378226,0.0002618165,0.0008335727,0.00009248804,0.0193449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6884775,"threshold_uncertainty_score":0.9979901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137792319396603,"score_gpt":0.3217060354468385,"score_spread":0.2079268035071782,"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."}}