{"id":"W4299936443","doi":"10.51758/agjsr-1/2-2011-0004","title":"Developing & Evaluating Collaborative Medical Physics Module for the First Year Medical Students at College of Medicine & Medical Sciences, Arabian Gulf University Kingdom of Bahrain","year":2011,"lang":"en","type":"article","venue":"Arab Gulf Journal of Scientific Research","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Regina; University of Bath; Syracuse University","keywords":"TUTOR; Collaborative learning; Resource (disambiguation); Medical education; Process (computing); Computer science; Mathematics education; Psychology; Knowledge management; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.02158399,0.0001524579,0.0004100835,0.0004595624,0.0005520777,0.00002668582,0.002132939,0.0002144023,0.0009099501],"category_scores_gemma":[0.005700735,0.000103738,0.00009991907,0.002510103,0.003428119,0.0001775085,0.0003518962,0.0006771936,0.00001204133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003099053,"about_ca_system_score_gemma":0.001694264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005391693,"about_ca_topic_score_gemma":0.0003146485,"domain_scores_codex":[0.9912121,0.0002343534,0.0007909735,0.0002721772,0.006991589,0.0004987884],"domain_scores_gemma":[0.9961039,0.001596721,0.0002139441,0.0003076702,0.001291495,0.0004862921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002202348,0.004014371,0.03913352,0.007921481,0.003804636,0.0002600393,0.06814483,0.00878961,0.01491259,0.0986153,0.6324797,0.1197216],"study_design_scores_gemma":[0.02912,0.003920103,0.04550315,0.02412775,0.0005535687,0.0008248125,0.01756737,0.3226801,0.02282631,0.0337621,0.4967036,0.002411196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8684413,0.0008797151,0.1136243,0.01201521,0.003651391,0.0006978392,0.00007815824,0.00003465345,0.0005773741],"genre_scores_gemma":[0.9870785,0.0005883932,0.01121293,0.00003640712,0.0005664862,0.000008011436,0.00001250081,0.00002762,0.0004691334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3138905,"threshold_uncertainty_score":0.999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.211864463301152,"score_gpt":0.4053217486830334,"score_spread":0.1934572853818814,"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."}}