{"id":"W3083275260","doi":"10.21810/sfuer.v13i1.1033","title":"Educational Change and NEXTSchool","year":2020,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Context (archaeology); Conceptual change; Process (computing); Political science; Current (fluid); Sociology; Engineering ethics; Pedagogy; Engineering; Computer science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001791023,0.0001653735,0.0002212793,0.00003233375,0.00009724456,0.00002497421,0.0002153894,0.00005636109,0.05031598],"category_scores_gemma":[0.0002422333,0.0001411767,0.00007349857,0.0003149976,0.00006799689,0.0001412692,0.00003595206,0.0001907031,0.004546714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002636676,"about_ca_system_score_gemma":0.0001822367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002282177,"about_ca_topic_score_gemma":5.867797e-7,"domain_scores_codex":[0.9986732,0.0001258328,0.0003186833,0.0004450377,0.0002250728,0.0002121585],"domain_scores_gemma":[0.9989233,0.0002973392,0.0001233214,0.0001923392,0.0001168681,0.0003468521],"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":[0.00001474772,0.0006176993,0.03385913,0.0007083334,0.00007416058,9.270223e-7,0.001005599,3.079529e-8,0.0000159387,0.3509711,0.5556723,0.05705997],"study_design_scores_gemma":[0.0001441832,0.00005336634,0.438885,0.0002909388,0.00003672978,0.00002859154,0.00008164115,9.32532e-7,3.431647e-7,0.01085129,0.5494483,0.0001786827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008365661,0.1935163,0.0000190587,0.7278813,0.001370568,0.000764916,0.00004269041,0.00003047098,0.06800907],"genre_scores_gemma":[0.4855179,0.04248901,0.003640078,0.4368457,0.008361914,0.003872807,0.00088273,0.00006330061,0.01832665],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4771522,"threshold_uncertainty_score":0.9962283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2714531901336856,"score_gpt":0.4777096723487715,"score_spread":0.206256482215086,"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."}}