{"id":"W4387609149","doi":"10.21810/sfuer.v14i1.1227","title":"Fighting for Social Lives","year":2021,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University","funders":"","keywords":"Social justice; Critical reflection; Sociology; Reflection (computer programming); Critical pedagogy; Pedagogy; Critical theory; Public relations; Political science; Social science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003375179,0.000046392,0.0001030813,0.00001160221,0.0004723358,0.00003839226,0.0001007851,0.00002425095,0.002076106],"category_scores_gemma":[0.001889036,0.00004819414,0.00009169061,0.0001793652,0.00004410196,0.00007546567,0.000009542696,0.00004273062,0.000081319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005232408,"about_ca_system_score_gemma":0.001386749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002731716,"about_ca_topic_score_gemma":0.0001035374,"domain_scores_codex":[0.9993576,0.00008330227,0.0001467806,0.00012745,0.0001499845,0.0001348512],"domain_scores_gemma":[0.99915,0.0002590922,0.00007425121,0.00006564185,0.0004032555,0.00004777272],"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":[5.565074e-7,0.00008661145,0.0005928648,0.0005056026,0.00001272694,1.314449e-7,0.008077713,2.641154e-8,0.000006754517,0.6184966,0.2691928,0.1030276],"study_design_scores_gemma":[0.0000295687,0.000001650196,0.001253814,0.000294197,0.00001880267,5.188113e-7,0.001728448,3.171368e-7,0.0000073229,0.01123877,0.9853628,0.00006382527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003410074,0.1620659,0.0003610598,0.6045774,0.002978795,0.0007888562,0.00002002075,0.0000666694,0.2257312],"genre_scores_gemma":[0.1046914,0.1180659,0.0288055,0.04518223,0.02670392,0.001589333,0.0007123749,0.00006391646,0.6741854],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.71617,"threshold_uncertainty_score":0.9988362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06129370926601908,"score_gpt":0.4344258895310776,"score_spread":0.3731321802650585,"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."}}