{"id":"W942555913","doi":"10.4049/jimmunol.182.supp.37.6","title":"Student use of learning resources to understand antimicrobial actions: use in hybrid vs on-line format (37.6)","year":2009,"lang":"en","type":"article","venue":"The Journal of Immunology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Online learning; Object (grammar); Learning object; Active learning (machine learning); Mathematics education; Medical education; Multimedia; World Wide Web; Psychology; Medicine; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007100633,0.00008452871,0.0002049954,0.0002662494,0.0001372558,0.0001200487,0.0006219738,0.00003101897,0.00001208564],"category_scores_gemma":[0.0002376953,0.00006068484,0.0000485237,0.0002694575,0.00004377194,0.0006281291,0.0001090235,0.0005384111,0.00001436833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009244041,"about_ca_system_score_gemma":0.00006192507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003357578,"about_ca_topic_score_gemma":0.00001228561,"domain_scores_codex":[0.9988037,0.0003647303,0.0004147472,0.00007953386,0.0001536737,0.0001836121],"domain_scores_gemma":[0.9989498,0.000329359,0.0003653158,0.0002013908,0.000119115,0.00003496508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004905602,0.002709051,0.0126619,0.00002321717,0.0005216671,0.0001181039,0.1631601,0.6234114,0.1207066,0.01500092,0.01083665,0.04594478],"study_design_scores_gemma":[0.009652291,0.02634352,0.6800668,0.001573831,0.0001582978,0.004903694,0.1117371,0.01065907,0.04631446,0.001207274,0.1060585,0.00132507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862044,0.00006213412,0.007706339,0.005464491,0.0003274537,0.00007495901,2.309585e-7,0.00001001746,0.0001499613],"genre_scores_gemma":[0.9972426,0.0003239998,0.001551263,0.0006171058,0.00003436846,1.821552e-7,2.49203e-7,0.000004175279,0.0002261162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6674049,"threshold_uncertainty_score":0.2474656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05736711337926838,"score_gpt":0.3120300826306019,"score_spread":0.2546629692513335,"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."}}