{"id":"W4410833512","doi":"10.26034/vd.fpeq.2021.296","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Formation et pratiques d’enseignement en question","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002949542,0.0007410065,0.0005855213,0.001506489,0.003067665,0.008069145,0.001989092,0.003441414,0.3493757],"category_scores_gemma":[0.01105721,0.0002965581,0.0007761465,0.001786701,0.001583475,0.004418586,0.004417426,0.002919115,0.1875483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003052645,"about_ca_system_score_gemma":0.006406971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004613451,"about_ca_topic_score_gemma":0.005055496,"domain_scores_codex":[0.9958841,0.000765631,0.0002297533,0.000855777,0.001804003,0.000460648],"domain_scores_gemma":[0.9952788,0.0008780272,0.0002297869,0.0005940839,0.002347726,0.0006715012],"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":[0.0001058192,0.00007104679,0.0010967,0.0005870372,0.00001383497,0.0003064711,0.00163613,0.0001108769,0.0005211161,0.08026447,0.7240912,0.1911953],"study_design_scores_gemma":[0.00000443091,0.00001424262,0.0003871548,0.0001943177,0.000002874871,0.0001051957,0.000332418,0.00001839692,0.00009207764,0.003258692,0.9955845,0.000005713309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003101245,0.006298915,0.005761676,0.03020938,0.01713163,0.000358423,0.004898146,0.0008479641,0.9313927],"genre_scores_gemma":[0.0307947,0.008615653,0.006422155,0.01610239,0.00461759,0.0005365195,0.006977701,0.0007238552,0.9252094],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6506243,"threshold_uncertainty_score":0.9280366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07521729735706778,"score_gpt":0.4207565245068172,"score_spread":0.3455392271497494,"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."}}