{"id":"W4306938069","doi":"10.52358/mm.vi11.280","title":"Construction d’un hub social et formation des étudiants en ingénierie pédagogique","year":2022,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005806659,0.0003160106,0.0003257724,0.0004240113,0.00811174,0.0002090432,0.0003955474,0.0003108201,0.003293336],"category_scores_gemma":[0.001589643,0.0004459661,0.0002266724,0.001875908,0.001532296,0.002428563,0.0001429504,0.0008987489,0.0001384859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409429,"about_ca_system_score_gemma":0.00195759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006049558,"about_ca_topic_score_gemma":0.0009742349,"domain_scores_codex":[0.9908098,0.006543861,0.000834578,0.0004767526,0.0007054633,0.0006295625],"domain_scores_gemma":[0.9955403,0.002919103,0.0006680025,0.0002518307,0.0004483558,0.0001723633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003390082,0.0003936556,0.0115499,0.00002788754,0.0001040585,8.076204e-7,0.2030624,0.00195597,0.00002925896,0.7591966,0.008166749,0.01550936],"study_design_scores_gemma":[0.001137824,0.0001461928,0.1464504,0.00003601025,0.000241485,0.00004549127,0.4623615,0.001176746,0.00002216287,0.1090527,0.2785287,0.0008008511],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5639637,0.003297609,0.0388819,0.2950378,0.01269985,0.002066396,0.00283945,0.0006318781,0.08058142],"genre_scores_gemma":[0.9649898,0.002843475,0.02079539,0.002317501,0.002423474,0.001162231,0.001742872,0.00005987009,0.003665424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6501439,"threshold_uncertainty_score":0.9997992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439897165829105,"score_gpt":0.4123052010230917,"score_spread":0.2683154844401812,"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."}}