{"id":"W2229799507","doi":"","title":"Educational Developments, Practices and Effectiveness: Global Perspectives and Contexts","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sociology; Pedagogy; Psychology; Engineering ethics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001124506,0.000111448,0.0001440362,0.0002269744,0.0005071004,0.0001302234,0.0001699419,0.00009088629,0.0001121325],"category_scores_gemma":[0.004703731,0.00009039151,0.00003362212,0.0002780818,0.0003555102,0.0006192317,0.000006620496,0.00008431383,0.000005131864],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005036877,"about_ca_system_score_gemma":0.02517272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1198075,"about_ca_topic_score_gemma":0.5687674,"domain_scores_codex":[0.9988694,0.0002022518,0.0002550907,0.0001814412,0.00008828397,0.0004034897],"domain_scores_gemma":[0.9968634,0.0002782737,0.0005174844,0.00009458094,0.0009508764,0.00129541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000199874,0.00009710921,0.2573317,0.00006429522,0.00007831714,0.000002196798,0.1329469,0.000001123578,0.0001283271,0.5590469,0.008967413,0.04131575],"study_design_scores_gemma":[0.0001682573,0.00003755131,0.7447565,0.0002240256,0.00002800113,0.0002134154,0.08636745,2.866885e-7,0.000007031926,0.02501475,0.1430441,0.0001386207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383661,0.002860629,0.00002139091,0.05255612,0.002191075,0.0001636076,0.00001908223,0.000003355928,0.003818707],"genre_scores_gemma":[0.9964243,0.0004270823,0.0004034046,0.0003485541,0.0008142071,0.00001718246,0.000004564399,0.000007654352,0.001553008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5340321,"threshold_uncertainty_score":0.9987826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705220373336062,"score_gpt":0.3351295208561512,"score_spread":0.3080773171227906,"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."}}