{"id":"W3133951545","doi":"10.3917/cliop.024.0071","title":"Construire un savoir vivant de l’accompagnement de stagiaires en risque d’échec","year":2020,"lang":"fr","type":"article","venue":"Cliopsy","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[],"category_scores_codex":[0.001940073,0.00018766,0.0002474919,0.00003545917,0.0006239483,0.00006560367,0.0003788213,0.0002732036,0.0015564],"category_scores_gemma":[0.001480687,0.0002139358,0.0001275973,0.0003701657,0.001600431,0.0001588676,0.00005488237,0.0003755087,0.0001842897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004842565,"about_ca_system_score_gemma":0.001545685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009895499,"about_ca_topic_score_gemma":0.0001255961,"domain_scores_codex":[0.9972293,0.001226002,0.0003507077,0.0003497972,0.0002366108,0.000607545],"domain_scores_gemma":[0.9973832,0.001787086,0.0001668823,0.0001433145,0.0001144878,0.0004050018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001290594,0.0002980779,0.09788772,0.0001467309,0.0001841271,0.00001615648,0.4490117,0.0001460118,0.0005957854,0.3947537,0.02134056,0.03560647],"study_design_scores_gemma":[0.0007173016,0.0001738946,0.06627924,0.000143518,0.0001516537,0.00001549701,0.5370452,0.0006751952,0.0004340613,0.02934078,0.3644677,0.0005559443],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7518677,0.00323001,0.0009771974,0.2017202,0.002369143,0.0002606479,0.00005226764,0.000100676,0.03942217],"genre_scores_gemma":[0.9794251,0.001168605,0.007713453,0.005201956,0.005155275,0.0000341975,0.00002145132,0.00002061827,0.001259398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3654129,"threshold_uncertainty_score":0.9993563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2032779420140833,"score_gpt":0.423267866126708,"score_spread":0.2199899241126248,"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."}}