{"id":"W4400319739","doi":"10.47854/gea2f270","title":"Positionnalité","year":2024,"lang":"fr","type":"article","venue":"Anthropen","topic":"Education, sociology, and vocational training","field":"Social Sciences","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":true,"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":["insufficient_payload"],"category_scores_codex":[0.00148767,0.00008540975,0.00009544627,0.00003574631,0.000530183,0.0001546343,0.0001671669,0.0001223887,0.006038362],"category_scores_gemma":[0.0001286812,0.00008868653,0.00007682932,0.0003652002,0.001940752,0.0003968352,0.00002111778,0.0001560708,0.002846257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007914511,"about_ca_system_score_gemma":0.0003788046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169234,"about_ca_topic_score_gemma":0.0001154091,"domain_scores_codex":[0.9987785,0.0004402121,0.0001536702,0.0002239934,0.0001565814,0.0002470553],"domain_scores_gemma":[0.9991005,0.00063104,0.00002505006,0.00009345296,0.00007205673,0.00007786493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.877853e-7,0.00004075658,0.0003692246,0.00003881358,0.00004945407,0.00000410494,0.04022558,0.000001054486,0.00001110779,0.8686813,0.05446085,0.03611741],"study_design_scores_gemma":[0.0000354785,0.00004080123,0.001424072,0.000220329,0.00003948092,0.000006103212,0.06044402,0.00003754119,0.00001078407,0.02523876,0.9123765,0.0001260983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02645806,0.04397745,0.0005415396,0.4498238,0.02950973,0.0002136996,0.00004049295,0.0001360001,0.4492992],"genre_scores_gemma":[0.8770555,0.006916726,0.0008412564,0.0012287,0.0104748,0.00001871644,0.00003858016,0.00001619444,0.1034096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8579157,"threshold_uncertainty_score":0.9979302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3227437534817281,"score_gpt":0.5465126905481233,"score_spread":0.2237689370663952,"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."}}