{"id":"W2314878002","doi":"","title":"Becoming an Activist Science Teacher: A Longitudinal Case Study of an Induction Intervention","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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Teacher induction; Science education; Intervention (counseling); Pedagogy; Sociology; Faculty development; Longitudinal study; Teacher education; Mathematics education; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033681,0.00008686796,0.000109614,0.0001669026,0.001096053,0.0002049438,0.0007073581,0.00001693193,0.00008018405],"category_scores_gemma":[0.0002392069,0.00003506137,0.00003259538,0.002201585,0.0008428414,0.003491052,0.00006265237,0.000239992,0.000003218164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004115129,"about_ca_system_score_gemma":0.0009232886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003443482,"about_ca_topic_score_gemma":0.001123197,"domain_scores_codex":[0.9984294,0.0001028479,0.0003647372,0.0002095858,0.0005923517,0.0003011479],"domain_scores_gemma":[0.9976217,0.00005163292,0.0005684178,0.0001060576,0.001572981,0.00007924534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003792725,0.009055512,0.02394738,0.000005134057,0.00003917358,0.000001958866,0.02108042,0.00008292672,0.4258144,0.005388901,0.00009376528,0.5144525],"study_design_scores_gemma":[0.0001455179,0.002538142,0.4935987,0.00002089832,0.00003364299,0.0009952561,0.4958414,0.0001779645,0.002889554,0.003619615,0.00002889436,0.0001103689],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982854,0.0000432716,0.000009437856,0.0007804908,0.000533186,0.0002640997,2.917482e-7,0.000006547562,0.00007733588],"genre_scores_gemma":[0.9995081,0.000004656955,0.00007523591,0.00001524702,0.0003219975,0.00001322225,9.937467e-7,7.356231e-7,0.00005985373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5143421,"threshold_uncertainty_score":0.8430063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183623117707289,"score_gpt":0.3380646352883171,"score_spread":0.2862284041112442,"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."}}