{"id":"W2965457477","doi":"10.33524/cjar.v19i3.429","title":"Three Innovations: Promises and Perils","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pedagogy; Process (computing); Sociology; Mathematics education; Public relations; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02069228,0.0004399788,0.0007170817,0.002055952,0.009811604,0.01703093,0.002193615,0.005983945,0.006458051],"category_scores_gemma":[0.05149771,0.0005876886,0.0007177435,0.002726136,0.0441969,0.03276513,0.01357331,0.01030728,0.0007923462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01161642,"about_ca_system_score_gemma":0.01585496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004411083,"about_ca_topic_score_gemma":0.005744544,"domain_scores_codex":[0.9704972,0.01315104,0.0008906261,0.002076534,0.009272018,0.004112584],"domain_scores_gemma":[0.9547051,0.02619019,0.003667088,0.005353684,0.004282081,0.005801907],"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":[0.0001036121,0.0001320884,0.00590878,0.0001899972,0.00001127617,0.0002001316,0.03622056,0.0002097581,0.0004154058,0.8950253,0.003678201,0.05790482],"study_design_scores_gemma":[0.00004716047,0.0002795684,0.01811109,0.0007508585,0.00003238946,0.0003116735,0.1290075,0.001135879,0.001487091,0.5420751,0.3066391,0.0001224818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.345485,0.01241719,0.03251011,0.3016959,0.001572339,0.0004030075,0.0002795803,0.0004145353,0.3052223],"genre_scores_gemma":[0.9771296,0.002778116,0.005240233,0.004423808,0.0002807307,0.0001719309,0.00006585524,0.00008471154,0.009825156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069228,"threshold_uncertainty_score":0.1094325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3748927857854149,"score_gpt":0.4982404345548979,"score_spread":0.1233476487694831,"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."}}