{"id":"W4240512628","doi":"10.4000/contextes.6405","title":"Introduction","year":2018,"lang":"fr","type":"article","venue":"Contextes","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001476941,0.0006849712,0.0004176897,0.001245448,0.003467041,0.006979096,0.002005002,0.002845966,0.3103173],"category_scores_gemma":[0.0046818,0.0002650031,0.0005887104,0.001503788,0.001830117,0.003983736,0.003851854,0.002418817,0.1329229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003071272,"about_ca_system_score_gemma":0.003838375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00645324,"about_ca_topic_score_gemma":0.006993228,"domain_scores_codex":[0.998102,0.000325371,0.00009857588,0.0005375374,0.000623916,0.0003126777],"domain_scores_gemma":[0.9982457,0.0003255889,0.0001270611,0.0003029216,0.0006926832,0.000305997],"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":[0.000143434,0.00009070891,0.002546985,0.0005576719,0.00001546106,0.0005788555,0.005819061,0.0002177225,0.0008965392,0.3200656,0.4534276,0.2156403],"study_design_scores_gemma":[0.000003814691,0.00001419774,0.0007691453,0.0001717961,0.000002818749,0.0001596355,0.0009730374,0.00003177725,0.0001442926,0.007568227,0.9901547,0.000006394964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.005411005,0.003984823,0.005189888,0.01429167,0.003825694,0.0001689771,0.002633517,0.0004456093,0.9640487],"genre_scores_gemma":[0.06880009,0.005194273,0.005369847,0.007773712,0.001371299,0.0002569783,0.003739393,0.0004104686,0.9070839],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3103173,"threshold_uncertainty_score":0.9837486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509008358459665,"score_gpt":0.2303123214069424,"score_spread":0.2152222378223458,"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."}}