{"id":"W4244500158","doi":"10.1037/14572-001","title":"Introduction.","year":2015,"lang":"en","type":"book-chapter","venue":"American Psychological Association eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Laidlaw Foundation; Ontario Mental Health Foundation; Physicians' Services Incorporated Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001258291,0.0007320289,0.001168975,0.000312368,0.0001463919,0.00009392442,0.0005389518,0.000755851,0.004335545],"category_scores_gemma":[0.0006736593,0.0006784679,0.0004258832,0.00009356898,0.0005875318,0.00006411388,0.0001273422,0.001445193,0.04497273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002688724,"about_ca_system_score_gemma":0.00007746483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208076,"about_ca_topic_score_gemma":0.00002132887,"domain_scores_codex":[0.9953277,0.0002041334,0.0008635271,0.001349539,0.001559536,0.0006955791],"domain_scores_gemma":[0.9949031,0.0002201603,0.002717328,0.0009279997,0.000837333,0.0003940705],"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":[0.00009390806,0.00006737853,0.0002089131,0.000002291748,0.0002891118,0.00001639643,0.00005395205,0.000002854599,0.00007526706,0.07686227,0.8916163,0.03071139],"study_design_scores_gemma":[0.0004651507,0.0005294649,0.0007310839,0.00001208465,0.0001476444,0.00001786199,0.00003107377,0.00000146844,0.000003995088,0.03923976,0.9580498,0.000770663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003274638,0.00008442792,0.00003744529,0.002038911,0.001175937,0.0004880598,0.000305232,0.001059098,0.9944834],"genre_scores_gemma":[0.008529909,0.00001646886,0.0006084933,0.001425783,0.00506999,0.00005889898,0.0002628516,0.000271306,0.9837563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06643349,"threshold_uncertainty_score":0.9995667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04339910896395724,"score_gpt":0.3179648191029339,"score_spread":0.2745657101389767,"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."}}