{"id":"W2971552777","doi":"","title":"A qualitative interview-based pilot study of discipline selection narratives by undergraduate science students: in search of “aha” moments and “bottlenecks”","year":2019,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Selection (genetic algorithm); Psychology; Narrative; Curriculum; Quality (philosophy); Qualitative research; Pedagogy; Higher education; Mathematics education; Medical education; Sociology; Computer science; Medicine; Social science","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":[0.01912254,0.0009345507,0.0009923554,0.002184061,0.007394655,0.003177776,0.001710717,0.002165107,0.003346063],"category_scores_gemma":[0.02844811,0.0007716561,0.0004179603,0.002163173,0.006658023,0.003701227,0.004564376,0.003254525,0.0006663691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003891315,"about_ca_system_score_gemma":0.004144724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003363088,"about_ca_topic_score_gemma":0.007755364,"domain_scores_codex":[0.9909917,0.006689387,0.0003712828,0.0004513918,0.000491976,0.001004216],"domain_scores_gemma":[0.9584832,0.03300758,0.002271871,0.0008604192,0.00292153,0.00245548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005828946,0.00009817402,0.002139881,0.0001039755,0.000002121653,0.0005075501,0.9915108,0.00004335833,0.001617729,0.0005363834,0.0002368876,0.003144834],"study_design_scores_gemma":[0.00001264344,0.0001639936,0.001414624,0.00009060891,0.000002819848,0.000147428,0.9930624,0.0001272418,0.0008689687,0.0002963122,0.003796332,0.00001656918],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901468,0.0001389177,0.005185255,0.0008916042,0.00004262566,0.0008300265,0.0002500179,0.00002997666,0.002484778],"genre_scores_gemma":[0.9893402,0.00040101,0.004565836,0.0006123658,0.00003676239,0.002164323,0.0001403355,0.00002770679,0.002711282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01912254,"threshold_uncertainty_score":0.1011308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08331389021891973,"score_gpt":0.4262806975405473,"score_spread":0.3429668073216276,"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."}}