{"id":"W2031818482","doi":"10.15439/2014f300","title":"Flipped Computer Science Classes","year":2014,"lang":"en","type":"article","venue":"Annals of Computer Science and Information Systems","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005592993,0.0006600187,0.0004971364,0.0008627607,0.001588701,0.001466422,0.001318784,0.0005954124,0.08589772],"category_scores_gemma":[0.00186928,0.0002467028,0.000676712,0.0005384558,0.0005182706,0.0006415206,0.00266266,0.001099884,0.01708575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007722129,"about_ca_system_score_gemma":0.002346591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259465,"about_ca_topic_score_gemma":0.002855974,"domain_scores_codex":[0.99928,0.00004580267,0.00003753874,0.0002413252,0.0001796407,0.000215671],"domain_scores_gemma":[0.9976623,0.0001599677,0.0001171158,0.0002278687,0.0004439129,0.001388757],"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":[0.002637177,0.01508876,0.02585895,0.001498837,0.00007203055,0.002066696,0.003830135,0.001598748,0.05013568,0.006559185,0.07391586,0.816738],"study_design_scores_gemma":[0.00121078,0.01622297,0.2054187,0.0008198507,0.0001638057,0.004140879,0.008379648,0.002978362,0.0580753,0.01311481,0.6892096,0.0002652242],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8001767,0.00109288,0.02023571,0.00165327,0.001890019,0.006273744,0.004950531,0.00246298,0.1612642],"genre_scores_gemma":[0.7543663,0.001139721,0.02392455,0.001877863,0.0003133165,0.002627269,0.00391636,0.0001783334,0.2116563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08589772,"threshold_uncertainty_score":0.2873565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0765504225198052,"score_gpt":0.38970615037744,"score_spread":0.3131557278576348,"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."}}