{"id":"W3023375698","doi":"10.1080/1046560x.2020.1756589","title":"The Journal of Science Teacher Education in 2019: A Year in Review","year":2020,"lang":"en","type":"article","venue":"Journal of Science Teacher Education","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Science education; Mathematics education; Teacher education; Pedagogy; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.01347451,0.0001045884,0.0002062019,0.0007854286,0.0002293228,0.0002553352,0.003176925,0.00003182516,0.0000549084],"category_scores_gemma":[0.005601451,0.00007205906,0.00006205816,0.003939897,0.001024214,0.002941655,0.0001364415,0.0006992286,0.00002174097],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006302006,"about_ca_system_score_gemma":0.04432397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008012581,"about_ca_topic_score_gemma":0.00001659425,"domain_scores_codex":[0.9966127,0.0002816387,0.000840202,0.0002147702,0.001669789,0.0003808489],"domain_scores_gemma":[0.9965789,0.0001808466,0.0008033799,0.0003149616,0.001695404,0.0004264574],"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":[0.00009048995,0.002960883,0.09336907,0.0002064138,0.000009076295,0.000004929233,0.03333404,0.0001041014,0.02160165,0.01314214,0.1282738,0.7069034],"study_design_scores_gemma":[0.0008802462,0.001042915,0.8852303,0.003037001,0.00002890773,0.0005652172,0.02535917,0.00156424,0.001683165,0.009328019,0.07078521,0.0004955822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8409931,0.03257125,0.002188771,0.1163097,0.003134926,0.0004411819,3.608919e-7,0.000007225447,0.004353453],"genre_scores_gemma":[0.9795058,0.006840947,0.01039666,0.001702341,0.0007284876,0.000005877653,2.867078e-7,0.000007564223,0.0008120624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7918612,"threshold_uncertainty_score":0.9610938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05296461385336754,"score_gpt":0.4257205471785387,"score_spread":0.3727559333251712,"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."}}