{"id":"W4400456715","doi":"10.1522/rhe.v8i3.1726","title":"Valoriser la richesse des parcours","year":2024,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Forestry; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00489678,0.0003968643,0.0003194237,0.001496847,0.01193888,0.009793957,0.001186349,0.001646235,0.02610544],"category_scores_gemma":[0.01350596,0.0003174262,0.0003030889,0.002046555,0.007172167,0.004245446,0.00457642,0.001936484,0.003729027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01890766,"about_ca_system_score_gemma":0.02519303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3999744,"about_ca_topic_score_gemma":0.6260077,"domain_scores_codex":[0.9955027,0.001885299,0.00006917128,0.0004489881,0.001162433,0.0009314715],"domain_scores_gemma":[0.9888017,0.002754187,0.0009373304,0.0007450432,0.004612284,0.002149484],"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":[0.0001345417,0.0001129633,0.04280562,0.0004032066,0.00006850107,0.002203261,0.5496355,0.0004895264,0.004553342,0.1104886,0.09832827,0.1907767],"study_design_scores_gemma":[0.000008485768,0.00006031528,0.0311495,0.0003002031,0.00002626845,0.0005148092,0.186851,0.0003701258,0.001043867,0.007093843,0.7725266,0.00005503382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4789909,0.005568129,0.01283656,0.07433953,0.0009592578,0.0001652263,0.0005980893,0.0003790394,0.4261633],"genre_scores_gemma":[0.7931913,0.00146717,0.003255787,0.002429764,0.0001268081,0.00003598968,0.0001561266,0.000126129,0.1992109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3999744,"threshold_uncertainty_score":0.7952925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3380496934433167,"score_gpt":0.4891154813774594,"score_spread":0.1510657879341427,"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."}}