{"id":"W1664568393","doi":"10.1023/a:1020809916037","title":"Beginning Elementary Science Teachers: Developing Professional Knowledge During a Limited Mentoring Experience","year":2002,"lang":"en","type":"article","venue":"Research in Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Premise; Science education; Professional development; Mathematics education; Psychology; Faculty development; Pedagogy; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"category_scores_codex":[0.01852733,0.0001315979,0.0001213337,0.002628157,0.007215014,0.0008045615,0.002073942,0.0000617847,0.0006600844],"category_scores_gemma":[0.004421579,0.0001342225,0.00002467471,0.01511905,0.006120294,0.003900112,0.0002798663,0.0005938323,0.0001434142],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004297166,"about_ca_system_score_gemma":0.01663537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001924465,"about_ca_topic_score_gemma":0.000663674,"domain_scores_codex":[0.9932484,0.000528595,0.0003710882,0.000917034,0.00318133,0.001753577],"domain_scores_gemma":[0.9974761,0.0003525858,0.0001001597,0.0004153932,0.001061114,0.0005946737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004366017,0.0005273212,0.09058517,0.00001569796,9.905627e-7,0.000001342719,0.7833495,0.000007561443,0.03327745,0.02359717,0.0006199048,0.06801359],"study_design_scores_gemma":[0.0002764226,0.00004014027,0.1410256,0.0005042152,0.000001357415,0.000006003035,0.7990627,0.0007857084,0.01234144,0.001309388,0.04420009,0.0004469178],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415144,0.0002801823,0.00001362032,0.00744935,0.002948825,0.0005150466,2.816531e-7,0.00005521852,0.04722303],"genre_scores_gemma":[0.990524,0.0001637875,0.001632967,0.0000980791,0.0005811067,0.0002121248,8.511143e-7,0.000007851213,0.006779264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06756668,"threshold_uncertainty_score":0.9995252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3775208779305768,"score_gpt":0.5835554725398318,"score_spread":0.206034594609255,"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."}}