{"id":"W1905924488","doi":"10.1002/tea.21088","title":"Science identity trajectories of latecomers to science in college","year":2013,"lang":"en","type":"article","venue":"Journal of Research in Science Teaching","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Identity (music); Persistence (discontinuity); Science education; Construct (python library); Mathematics education; Sociology; Psychology; Epistemology; Computer science; Aesthetics; Engineering; Philosophy","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":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.08840907,0.00007198399,0.0002112781,0.007089837,0.002105759,0.0006320733,0.00362887,0.00003245597,0.00005914075],"category_scores_gemma":[0.0115916,0.00006428673,0.00003929911,0.01966706,0.01001851,0.009338528,0.0007544778,0.0007434456,0.00001140987],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0020758,"about_ca_system_score_gemma":0.01127901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009907926,"about_ca_topic_score_gemma":0.003061322,"domain_scores_codex":[0.9912267,0.0002863179,0.0004458845,0.0003130225,0.006682489,0.00104564],"domain_scores_gemma":[0.9967494,0.000388207,0.0001630889,0.0001829347,0.001971934,0.0005444571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003116146,0.0001656486,0.776067,0.00001707803,0.000001573188,0.00004232784,0.09533021,0.0001029181,0.06861056,0.05260174,0.0003064155,0.006723373],"study_design_scores_gemma":[0.0003601971,0.0001790536,0.8627419,0.0002510196,0.000001122863,0.000005605185,0.1256767,0.0001044721,0.003102196,0.006862881,0.0005594567,0.0001553689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798132,0.00001873044,0.00002891228,0.001734145,0.0005617513,0.0002584286,8.760953e-7,0.000005310416,0.01757871],"genre_scores_gemma":[0.9974348,0.0000191899,0.002327309,0.00002372101,0.00004762575,0.000001594113,1.347149e-8,0.00000211375,0.0001436536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08667492,"threshold_uncertainty_score":0.9991934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1170077268937852,"score_gpt":0.4724725776818442,"score_spread":0.355464850788059,"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."}}