{"id":"W3187898001","doi":"10.21810/sfuer.v14i1.2405","title":"Teacher and Researcher in Entangled Relations","year":2021,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009629854,0.00005097154,0.0001071508,0.00004319782,0.0001524509,0.00002768151,0.00006981621,0.0000328907,0.007119483],"category_scores_gemma":[0.003562912,0.00005126808,0.00002993351,0.000472266,0.0001321709,0.0001022342,0.00001862522,0.0001588484,0.0001872145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486352,"about_ca_system_score_gemma":0.001169465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003381508,"about_ca_topic_score_gemma":0.002212436,"domain_scores_codex":[0.99882,0.0004889792,0.0001553746,0.000160765,0.0002220169,0.0001528306],"domain_scores_gemma":[0.9993058,0.0003320754,0.00003266523,0.0001031488,0.0001412332,0.00008505984],"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":[0.000001892462,0.0005771765,0.2895966,0.0004471471,0.00003283095,0.000001983738,0.1197724,1.662428e-7,0.000009150946,0.2352864,0.3233123,0.03096193],"study_design_scores_gemma":[0.00006346438,0.000001867557,0.2074252,0.0004705196,0.00001044275,0.000001285986,0.03164517,2.481076e-7,6.513961e-7,0.004304526,0.7560034,0.00007319519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006850138,0.2038647,0.000001872212,0.7199821,0.000155676,0.0001983501,0.000001286476,0.00001154593,0.06893431],"genre_scores_gemma":[0.643106,0.1618115,0.001413773,0.008971108,0.000817225,0.0003356399,0.00006721889,0.00001809941,0.1834594],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7110111,"threshold_uncertainty_score":0.9937881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2548511856797718,"score_gpt":0.5093817320206059,"score_spread":0.2545305463408341,"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."}}