{"id":"W6936711282","doi":"10.58079/u1qh","title":"McGill Journal of Education / Revue des sciences de l'éducation de McGill","year":2018,"lang":"fr","type":"article","venue":"OpenEdition (OpenEdition)","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Information science; Higher education; Work (physics)","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","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.003360318,0.000266539,0.0003499738,0.0003235085,0.005239736,0.0002189661,0.0006602082,0.0002536879,0.005741645],"category_scores_gemma":[0.0008482606,0.0002513269,0.0002110363,0.001333961,0.003887321,0.01154337,0.0001061889,0.0002659464,0.000899522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548826,"about_ca_system_score_gemma":0.002578654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496054,"about_ca_topic_score_gemma":0.004004565,"domain_scores_codex":[0.9968991,0.0005487002,0.0007746837,0.0003975006,0.0006890329,0.000691029],"domain_scores_gemma":[0.9959294,0.000200823,0.0009729791,0.000226481,0.002234818,0.0004355579],"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":[0.00005190933,0.001142169,0.0003333902,0.0001486804,0.0001055464,0.00000539782,0.008327732,0.0000653374,0.0001522359,0.7601785,0.1615529,0.06793622],"study_design_scores_gemma":[0.0004203808,0.000705763,0.01045064,0.000832389,0.0001803002,0.0002112373,0.04210036,0.0000466052,0.001281865,0.06296956,0.8804079,0.0003930277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1411323,0.003936502,0.001745911,0.2355237,0.07349876,0.000958802,0.0005472654,0.00008711741,0.5425697],"genre_scores_gemma":[0.8701395,0.007685851,0.0186963,0.03067778,0.01485959,0.0001188523,0.000082328,0.00004867027,0.0576911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7290072,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440928084923855,"score_gpt":0.3923976536934708,"score_spread":0.2483048452010853,"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."}}