{"id":"W4395104868","doi":"10.25071/dh5rxn98","title":"Director's introduction","year":2021,"lang":"en","type":"article","venue":"Canada Watch","topic":"Psychoanalysis and Psychopathology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Policy Alternatives; York University","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002163485,0.0001016271,0.0001772209,0.00003098036,0.00009351956,0.00002029032,0.00015279,0.00007549987,0.01445521],"category_scores_gemma":[0.00004224986,0.00009850837,0.00006067395,0.0004602091,0.00003983097,0.00002677938,0.00002307199,0.0002339447,0.0001938216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116345,"about_ca_system_score_gemma":0.0003365593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1335153,"about_ca_topic_score_gemma":0.519972,"domain_scores_codex":[0.9985667,0.0002099476,0.0001774823,0.0004416459,0.0002402988,0.0003638582],"domain_scores_gemma":[0.9989883,0.00005563759,0.00003478341,0.0006302321,0.0001492881,0.0001417235],"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":[0.00001836685,0.0000454193,0.01158446,0.000003006507,0.00009271721,0.000329636,0.0001111393,0.000001823538,0.001109751,0.0004191903,0.9700708,0.01621363],"study_design_scores_gemma":[0.0002250628,0.00001121884,0.03211656,0.00000173395,0.00001685301,0.0001177059,0.0002652997,0.000002969256,0.0006592376,0.0001573136,0.9663158,0.00011025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3709454,0.002786455,0.000177229,0.2364075,0.01170394,0.0001367185,0.0000438132,0.00007702396,0.3777219],"genre_scores_gemma":[0.8490634,0.00002505591,0.00006066911,0.001013468,0.001576124,0.00002852114,0.00006412844,0.00001881703,0.1481498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.478118,"threshold_uncertainty_score":0.9864457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530944672010828,"score_gpt":0.3012106489668034,"score_spread":0.2859012022466951,"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."}}