{"id":"W4231472249","doi":"10.7202/1014859ar","title":"Editorial","year":2012,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Library science; Public relations; Sociology; Political science; Media studies; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01210584,0.0001386,0.0002071379,0.0005488878,0.00362795,0.0001317668,0.0007390692,0.0001807329,0.0006030519],"category_scores_gemma":[0.003919776,0.0001383503,0.0001242659,0.001250216,0.001020976,0.001697124,0.0000237172,0.000397091,0.00006757292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003087491,"about_ca_system_score_gemma":0.004824526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197529,"about_ca_topic_score_gemma":0.0006329772,"domain_scores_codex":[0.9963574,0.001029554,0.0006098339,0.0001988726,0.000881599,0.000922674],"domain_scores_gemma":[0.9961407,0.0006532935,0.0006102221,0.0001902997,0.001505336,0.0009002159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005916293,0.001892323,0.03112134,0.0002512378,0.00003421015,6.060152e-7,0.134201,0.00009337867,0.0003705008,0.3021934,0.5055251,0.02425773],"study_design_scores_gemma":[0.0001262342,0.0001168647,0.006891772,0.0001097925,0.0000244042,0.00006677265,0.09058665,0.000009393853,0.00015658,0.0101108,0.8916368,0.0001639546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4389064,0.002430704,0.0004037266,0.03719017,0.324476,0.0007074868,0.00002674889,0.00008870846,0.19577],"genre_scores_gemma":[0.8953574,0.001089244,0.01207681,0.001419445,0.0864752,0.00003303144,0.000003432319,0.00001984548,0.003525638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4564509,"threshold_uncertainty_score":0.9976692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5669910535783238,"score_gpt":0.537077103104881,"score_spread":0.02991395047344281,"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."}}