{"id":"W6982082157","doi":"","title":"Graduate Students / Étudiants aux cycles supérieures","year":2020,"lang":"en","type":"article","venue":"Érudit documents and data repository (Érudit Consortium, University of Montreal)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Higher education; Graduate research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006584412,0.0002324217,0.0004370888,0.00008766493,0.001088762,0.0001387713,0.001538974,0.0001385187,0.0001217568],"category_scores_gemma":[0.0006555485,0.0002597165,0.00007973906,0.0002626349,0.0007864773,0.0009737654,0.000943198,0.0002604237,0.00002143324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259912,"about_ca_system_score_gemma":0.000209751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04245941,"about_ca_topic_score_gemma":0.01931222,"domain_scores_codex":[0.996941,0.0006703461,0.0003143474,0.0007731751,0.0008859939,0.0004151397],"domain_scores_gemma":[0.9979564,0.0003288967,0.0003827806,0.0007016361,0.0001627336,0.0004675404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008494799,0.0008996146,0.5485654,0.0003573832,0.001769785,0.005088075,0.03094614,0.00008895242,0.00281135,0.003312438,0.3112455,0.09406585],"study_design_scores_gemma":[0.003689967,0.0003131812,0.1775098,0.0001904601,0.0006459027,0.00002766729,0.02537405,0.0002138171,0.0003551008,0.0002509145,0.7904972,0.0009318913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965646,0.002463753,0.0003732844,0.005979053,0.0005876195,0.0006327421,0.0003462359,0.0002506616,0.0237206],"genre_scores_gemma":[0.9909548,0.002614061,0.001445506,0.0001665071,0.0002591833,6.959631e-7,0.0001086675,0.00002023187,0.004430415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4792518,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05453500871731823,"score_gpt":0.3226536950051511,"score_spread":0.2681186862878329,"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."}}