{"id":"W1583930084","doi":"","title":"Becoming an Activist Science Teacher: A Longitudinal Case Study","year":2013,"lang":"en","type":"article","venue":"The Electronic Journal of Science Education","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Professional development; Science education; Pedagogy; Longitudinal study; Sociology; Mathematics education; Faculty development; Psychology; Engineering ethics; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003532365,0.00009889978,0.0001051897,0.0001214319,0.002039549,0.00041242,0.0009883433,0.0000130405,0.0001476621],"category_scores_gemma":[0.0003413937,0.00003531057,0.00003141448,0.002626715,0.00123452,0.002457361,0.00008839378,0.0002810125,0.0000189693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005311071,"about_ca_system_score_gemma":0.002376863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609011,"about_ca_topic_score_gemma":0.0005158632,"domain_scores_codex":[0.9982769,0.00006438869,0.0002817482,0.0002277378,0.0006806465,0.0004685923],"domain_scores_gemma":[0.9978667,0.0001042443,0.0003354066,0.0001071399,0.001477415,0.0001090708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003207512,0.007414752,0.1392812,0.00000383977,0.00006882293,0.00001231074,0.03000142,0.00005426735,0.3633939,0.02594432,0.001483178,0.4323099],"study_design_scores_gemma":[0.0001084853,0.001089745,0.5751932,0.00001210292,0.00003266912,0.002161377,0.4143413,0.00009879908,0.0008703577,0.005615562,0.0003079093,0.0001684922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952104,0.00008179446,0.000006194266,0.003500695,0.0005305706,0.0002767861,2.606419e-7,0.000008921005,0.0003843523],"genre_scores_gemma":[0.9991353,0.0000075492,0.00007474382,0.00007744163,0.0004754875,0.00001634467,3.79773e-7,6.929322e-7,0.0002120911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.435912,"threshold_uncertainty_score":0.9992597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0455977838197968,"score_gpt":0.3247923745408309,"score_spread":0.2791945907210341,"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."}}