{"id":"W2123855568","doi":"10.1177/2158244015580972","title":"Instructional Ventures","year":2015,"lang":"en","type":"article","venue":"SAGE Open","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Waterloo","funders":"","keywords":"Ethnography; Sociology; Context (archaeology); Pedagogy; Frame (networking); Process (computing); Point (geometry); Empirical research; Engineering ethics; Public relations; Epistemology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003052393,0.0003134015,0.0002604428,0.001229639,0.005368332,0.006945143,0.001528624,0.001654695,0.01807828],"category_scores_gemma":[0.01469305,0.00023518,0.0004346496,0.001070639,0.004235709,0.004172923,0.008978642,0.002408102,0.002434638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002161435,"about_ca_system_score_gemma":0.004541692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005606391,"about_ca_topic_score_gemma":0.001580333,"domain_scores_codex":[0.9958228,0.002057043,0.0001722428,0.0004592163,0.0007138259,0.0007748498],"domain_scores_gemma":[0.9881937,0.004477703,0.001479873,0.001743723,0.000830424,0.003274686],"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":[0.00009022922,0.0006303104,0.0176014,0.0003184688,0.00002192511,0.002224736,0.09641015,0.0006284997,0.001539112,0.6699157,0.02130372,0.1893158],"study_design_scores_gemma":[0.00003414776,0.0003253122,0.006067818,0.0004512973,0.00002700761,0.001891427,0.07739889,0.001391991,0.002075583,0.1150024,0.7952938,0.00004027263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3784544,0.001291287,0.03061599,0.009049472,0.0006916675,0.0007734498,0.000354999,0.0006496395,0.5781192],"genre_scores_gemma":[0.9188095,0.0004105686,0.00838702,0.0004303681,0.0001434534,0.0002855279,0.0001600204,0.0000613884,0.07131214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01807828,"threshold_uncertainty_score":0.06047785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3071907313058252,"score_gpt":0.4675058919720599,"score_spread":0.1603151606662347,"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."}}