{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00508089,0.0001671836,0.0001678737,0.0001200651,0.000476083,0.0002160434,0.0002151962,0.0002017839,0.0003726993],"category_scores_gemma":[0.001375739,0.0002044941,0.0001377367,0.0006786046,0.001131433,0.0005512755,0.0000162361,0.000337952,0.0005937736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008957667,"about_ca_system_score_gemma":0.001414284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009660725,"about_ca_topic_score_gemma":0.0001801926,"domain_scores_codex":[0.9973816,0.001314029,0.0002983484,0.0003797459,0.0001761111,0.0004502074],"domain_scores_gemma":[0.9968282,0.002514281,0.00009257877,0.0001890605,0.0002000606,0.0001758254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001649531,0.0001686112,0.004346492,0.0005881322,0.00008472589,0.00000755852,0.3216932,0.00006205972,0.00006764186,0.5771357,0.04162772,0.05421654],"study_design_scores_gemma":[0.00007111977,0.00002435903,0.01674201,0.0007271877,0.0001718252,0.00006486825,0.1386241,0.0005251589,0.00004540402,0.1050723,0.7376338,0.0002978263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7385265,0.045757,0.003598052,0.09631568,0.02641577,0.0003483185,0.00003400426,0.0002781654,0.08872653],"genre_scores_gemma":[0.9252061,0.0101817,0.003912099,0.0003046333,0.01135722,0.000101453,0.00007982687,0.00003976285,0.04881723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6960061,"threshold_uncertainty_score":0.8339027,"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."}}