{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008450252,0.0006115924,0.0007533127,0.001967214,0.01720963,0.003450244,0.002342987,0.004666615,0.003816912],"category_scores_gemma":[0.01525841,0.0007520503,0.0005259424,0.001332428,0.003953632,0.003252759,0.004712942,0.005969894,0.0009330857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005771142,"about_ca_system_score_gemma":0.004578593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01660976,"about_ca_topic_score_gemma":0.04222403,"domain_scores_codex":[0.9938825,0.003595634,0.0002586332,0.0005647947,0.0006475456,0.00105089],"domain_scores_gemma":[0.9886732,0.005093729,0.001552217,0.0006367771,0.001383619,0.002660472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003058382,0.008426858,0.07157703,0.0002448014,0.00003914372,0.07070725,0.801208,0.0004583015,0.001978693,0.007724388,0.005620813,0.03170879],"study_design_scores_gemma":[0.00007645423,0.001735258,0.02100359,0.0005043439,0.00004773099,0.03137261,0.8984249,0.001221901,0.001356811,0.002255709,0.04188662,0.0001141583],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861851,0.000616335,0.002474947,0.00406954,0.0000953047,0.0004057589,0.0001261843,0.00002307185,0.006003642],"genre_scores_gemma":[0.9837694,0.001535062,0.004195652,0.001112823,0.00007803942,0.0005763468,0.0001699801,0.00002163958,0.008541089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720963,"threshold_uncertainty_score":0.04468977,"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."}}