{"id":"W6930497097","doi":"10.5281/zenodo.15171991","title":"Historical and Economic Changes in the Development of Teaching in Canada in the 19th and 20th century, 10.5281/zenodo.15196294,10.5281/zenodo.15171991","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Journal of Communication (Canada)","funders":"","keywords":"Professionalization; Late 19th century; Work (physics); Proletarianization; Higher education; Professional development","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001800801,0.0001161311,0.0001772708,0.0001148507,0.0009083704,0.0001628762,0.0008847257,0.00006861065,0.001622056],"category_scores_gemma":[0.0005495499,0.00009472369,0.0000139909,0.0002720676,0.0001723977,0.0001258825,0.0004211024,0.0004434924,0.00008330298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009958689,"about_ca_system_score_gemma":0.000072867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1168175,"about_ca_topic_score_gemma":0.07350742,"domain_scores_codex":[0.9978741,0.0008236772,0.0003162734,0.000265292,0.0003442347,0.0003763716],"domain_scores_gemma":[0.9994624,0.0001213954,0.0001057487,0.0001470067,0.00003542208,0.0001280639],"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":[0.0001352444,0.0001504951,0.002640896,0.0001846076,0.00003320587,0.00004254204,0.4749304,0.00005528038,0.0001660746,0.0370509,0.3427217,0.1418887],"study_design_scores_gemma":[0.0002967876,0.00004238189,0.003733365,0.00001977989,0.000004225259,0.00000635244,0.01682377,0.0001160256,0.000008234962,0.00008441947,0.9787526,0.0001120651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6564688,0.001091375,0.00004480331,0.02774881,0.0001859208,0.001012733,0.0001225848,0.0001049902,0.31322],"genre_scores_gemma":[0.9984416,0.0003038867,0.00006567864,0.0005345534,0.000156652,9.605717e-8,0.00005542121,0.0001598806,0.0002821835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6360309,"threshold_uncertainty_score":0.9992906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04685607824328072,"score_gpt":0.2488377611528615,"score_spread":0.2019816829095808,"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."}}