{"id":"W3132043774","doi":"10.1007/s42330-020-00132-4","title":"When I Believe, I Can: Success STEMs from My Perceptions","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Descriptive statistics; Perception; Workforce; Mathematics education; Sample (material); Psychology; Medical education; Mathematics; Medicine; Statistics; Physics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001050583,0.00006627478,0.0001293924,0.0007353044,0.001394425,0.0002933623,0.0005241468,0.00009996838,0.0006396366],"category_scores_gemma":[0.001492043,0.00006435761,0.00002280387,0.001223448,0.002684064,0.0003576211,0.0000181568,0.0001995955,0.00001062223],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490958,"about_ca_system_score_gemma":0.02612918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01252093,"about_ca_topic_score_gemma":0.0990792,"domain_scores_codex":[0.9989728,0.00003283015,0.0002571321,0.0001639428,0.0002864705,0.0002868018],"domain_scores_gemma":[0.997906,0.00007873378,0.0001968428,0.0001858463,0.001110327,0.0005222285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[5.551499e-7,0.0001853444,0.08649828,0.00001675389,0.00001635207,0.00001154379,0.2468636,0.000002350236,0.00331041,0.5861185,0.007722959,0.06925331],"study_design_scores_gemma":[0.0001150802,0.00003335527,0.01225814,0.0001419641,0.0000306359,0.0001277676,0.6486546,0.00004349875,0.0008463841,0.2878162,0.0497275,0.0002049094],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94068,0.0006254478,0.00025924,0.05053755,0.001734095,0.00006901534,0.000006088905,0.000009743209,0.006078769],"genre_scores_gemma":[0.9895011,0.0001175128,0.00872455,0.0002792746,0.0001997655,0.00000399977,0.00000151262,0.000003992277,0.001168306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.401791,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03037014562378426,"score_gpt":0.3347538347529464,"score_spread":0.3043836891291621,"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."}}