{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01993152,0.0001009431,0.000207118,0.000660721,0.00121618,0.0008668991,0.0007919841,0.00004614974,0.000002653459],"category_scores_gemma":[0.0005665775,0.00008630467,0.00002563698,0.002197613,0.002737391,0.008842768,0.0001991749,0.00009743833,0.00002310038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004008479,"about_ca_system_score_gemma":0.0005975815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002990431,"about_ca_topic_score_gemma":0.000002576917,"domain_scores_codex":[0.997131,0.0002418488,0.0004945969,0.0001944656,0.001517487,0.0004205536],"domain_scores_gemma":[0.9962972,0.0001844429,0.0003742093,0.0002600955,0.002726668,0.0001573964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004262291,0.00001637129,0.001345869,0.0000503169,0.000004505224,8.216125e-8,0.01798939,0.0003725365,0.0003480297,0.6977076,0.001897114,0.2802639],"study_design_scores_gemma":[0.0004342583,0.0004663389,0.03739662,0.0002542637,0.000004641205,0.00001074083,0.001838712,0.3844409,0.004029658,0.001595974,0.5689763,0.0005515845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1883863,0.00001752805,0.7751381,0.001217829,0.001984051,0.0002878521,0.000002030235,0.00009191632,0.03287436],"genre_scores_gemma":[0.9805079,0.00001601561,0.01748919,0.001636411,0.0003252397,0.000003880413,8.05722e-7,0.000002189695,0.00001833212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7921216,"threshold_uncertainty_score":0.9999766,"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."}}