{"id":"W4323526400","doi":"10.1145/3545947.3576273","title":"Differences in Intention to Major in Computing Across CS1","year":2022,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bachelor; Computer science; Affect (linguistics); Perception; Mathematics education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001460587,0.0002188651,0.0001989631,0.001152173,0.0004617315,0.001102559,0.0004099885,0.0005500026,0.007024995],"category_scores_gemma":[0.006714305,0.0001844765,0.0004268759,0.0005525719,0.000477919,0.0006819807,0.0008411634,0.001289312,0.001071623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133128,"about_ca_system_score_gemma":0.0004175414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006830871,"about_ca_topic_score_gemma":0.009934481,"domain_scores_codex":[0.9991876,0.0001531716,0.00006295249,0.0001154321,0.0002167054,0.0002640335],"domain_scores_gemma":[0.9889945,0.003617695,0.002241906,0.0004515146,0.001108812,0.003585479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001738016,0.0006731144,0.9918682,0.00001214979,0.00003169608,0.00003253558,0.001864001,0.00007391633,0.00093899,0.0001388723,0.0002126446,0.003980192],"study_design_scores_gemma":[0.000002593192,0.0001671303,0.9986394,0.00000329203,0.00000322571,0.00001448277,0.0007465947,0.0001328396,0.0001323631,0.00002030031,0.0001342086,0.00000361503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991705,0.00001294245,0.00002819219,0.00002615154,0.000002997066,0.000006558086,0.00005135078,0.000003076696,0.0006982205],"genre_scores_gemma":[0.998804,0.00001240927,0.00003155492,0.0000314322,0.000002334928,0.000008371044,0.0001610353,0.000003570797,0.0009452765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007024995,"threshold_uncertainty_score":0.02350098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684412214964834,"score_gpt":0.2949275617463219,"score_spread":0.2680834395966736,"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."}}