{"id":"W3097023972","doi":"10.1522/rhe.v4i4.1073","title":"Former à et par la recherche : description d’un dispositif de formation basé sur la collaboration entre étudiants d’Université et de Haute-Ecole","year":2020,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; 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"],"consensus_categories":[],"category_scores_codex":[0.00809014,0.0002183287,0.0002351365,0.00009575466,0.0005387702,0.0002370217,0.0002354831,0.0004731953,0.0001269646],"category_scores_gemma":[0.005058258,0.0002925866,0.0001156293,0.00079509,0.0002323612,0.002295049,0.000028812,0.000572643,0.00006608366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002797,"about_ca_system_score_gemma":0.003597936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007736331,"about_ca_topic_score_gemma":0.001011386,"domain_scores_codex":[0.9920321,0.006506419,0.0004127034,0.0003609504,0.0002208536,0.0004670252],"domain_scores_gemma":[0.9954767,0.003230663,0.0004095909,0.0001668712,0.0004399039,0.0002763348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003021585,0.0003758485,0.01557189,0.0003681546,0.00008344238,0.000006364277,0.8399767,0.0009441897,0.002832081,0.09792438,0.02857436,0.01331234],"study_design_scores_gemma":[0.001199973,0.0001451656,0.1914799,0.0006616628,0.0004107403,0.000113195,0.4515978,0.0136106,0.001919193,0.01258311,0.3254728,0.000805849],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7688935,0.0009483516,0.02495679,0.1894791,0.001091468,0.0005353751,0.00007717299,0.0001102408,0.01390799],"genre_scores_gemma":[0.9764051,0.006507418,0.01125367,0.002508044,0.001247672,0.00007794389,0.0004549707,0.00003456202,0.001510611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3883789,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4087552985654376,"score_gpt":0.4299887607194833,"score_spread":0.0212334621540457,"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."}}