{"id":"W2788251120","doi":"10.21810/sfuer.v10i2.320","title":"Toohey Research Program","year":2018,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"","keywords":"Construct (python library); Curriculum; Pedagogy; Frame (networking); Sociocultural evolution; Mathematics education; Sociology; Computer science; Psychology; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003482873,0.0007678238,0.0008082129,0.002164807,0.00352086,0.003586863,0.001738811,0.001622158,0.2934563],"category_scores_gemma":[0.008475444,0.0004538536,0.0006436528,0.00221286,0.0007747957,0.001904078,0.00247205,0.002096722,0.04915349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005279811,"about_ca_system_score_gemma":0.02120967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03921686,"about_ca_topic_score_gemma":0.09798052,"domain_scores_codex":[0.9969717,0.0008597125,0.0001388931,0.000694634,0.0009603957,0.0003745354],"domain_scores_gemma":[0.9928585,0.001792301,0.0003169545,0.0004282876,0.003294179,0.001309827],"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":[0.000502152,0.0002720274,0.003402252,0.002008071,0.00004056558,0.0005274354,0.003225209,0.00008420814,0.001078348,0.03852955,0.6674615,0.2828688],"study_design_scores_gemma":[0.00001763887,0.00005797861,0.001441562,0.0005049831,0.00001084934,0.0001028577,0.0007897965,0.00001638872,0.0001524505,0.000638097,0.9962607,0.000006642006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01165276,0.05613081,0.003255073,0.03903646,0.008852482,0.001639507,0.01349537,0.0006934914,0.865244],"genre_scores_gemma":[0.04851859,0.03342352,0.009468013,0.009796291,0.00106026,0.002983022,0.008118874,0.0003811803,0.8862502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2934563,"threshold_uncertainty_score":0.9817091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5039623151471351,"score_gpt":0.7396384630601833,"score_spread":0.2356761479130483,"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."}}