{"id":"W4231335134","doi":"10.3726/b16767","title":"Comprendre/Transformer","year":2020,"lang":"en","type":"book","venue":"Peter Lang CH eBooks","topic":"Psychology and Mental Health","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009313544,0.0003446279,0.0004560601,0.000138587,0.00007818423,0.00001269689,0.0003312819,0.0005526952,0.003060638],"category_scores_gemma":[0.000001451022,0.0003273386,0.0001982173,0.00002023311,0.0001360195,0.00001575677,0.00002878993,0.0009069178,0.008748965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009479819,"about_ca_system_score_gemma":0.0001178145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001824056,"about_ca_topic_score_gemma":0.00003956988,"domain_scores_codex":[0.9983824,0.00007913672,0.0003282964,0.0005590026,0.0001668678,0.0004842404],"domain_scores_gemma":[0.9991295,0.00006161228,0.0001172099,0.0004496384,0.00001703188,0.0002250207],"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":[0.0002561145,0.00006798642,0.00006835895,0.0002556944,0.0003806986,0.0004737443,0.005140564,1.55811e-8,0.00009871266,0.04369261,0.911263,0.03830248],"study_design_scores_gemma":[0.0007505571,0.0002003192,0.0003777774,0.0001002474,0.00006968672,0.0001103825,0.00002538652,1.873873e-7,0.0000424022,0.002640092,0.9953614,0.0003215517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001080482,0.0005270782,0.00006726341,0.0002238957,0.002775605,0.0004306198,0.0001968601,0.0002196443,0.995451],"genre_scores_gemma":[0.003015374,0.000009266605,0.00008323817,0.007032019,0.001037502,0.00007599328,0.0003386684,0.00009381674,0.9883142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0840984,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04922732370613132,"score_gpt":0.3465572317568074,"score_spread":0.2973299080506761,"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."}}