{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006142244,0.0004267779,0.0004153033,0.003398539,0.008535884,0.008468995,0.0008138938,0.001271659,0.01197181],"category_scores_gemma":[0.008399193,0.0003185078,0.0003180614,0.002506546,0.01218912,0.007028395,0.007921298,0.001413142,0.0008551788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006307086,"about_ca_system_score_gemma":0.007325906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01824723,"about_ca_topic_score_gemma":0.0250745,"domain_scores_codex":[0.9963292,0.001884334,0.0001041534,0.0004673837,0.0005907692,0.0006241046],"domain_scores_gemma":[0.9917523,0.003981018,0.001225901,0.0007070777,0.0009613051,0.001372451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009110269,0.0000754296,0.04059481,0.0001896329,0.0000296754,0.0009196054,0.4720427,0.0004528587,0.002416708,0.4277092,0.00181315,0.05366516],"study_design_scores_gemma":[0.00003047603,0.0001658857,0.07319438,0.000359565,0.00006021583,0.0005974607,0.534352,0.001480013,0.002672492,0.1040268,0.2829777,0.00008300573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.81854,0.001313421,0.04033667,0.006146363,0.0001392013,0.0001636295,0.0001612269,0.0001493446,0.1330501],"genre_scores_gemma":[0.9804364,0.0003409992,0.003003031,0.00008646841,0.0000248052,0.00006596463,0.00003866472,0.00003110961,0.01597249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01824723,"threshold_uncertainty_score":0.04576129,"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."}}