{"id":"W4396723691","doi":"10.29173/isotl694","title":"Learning About Trauma, Online: What Works and What Is?","year":2024,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Mount Royal University","funders":"Carnegie Foundation for the Advancement of Teaching","keywords":"Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01110241,0.000456025,0.0004751982,0.001341595,0.002631501,0.007166822,0.0009839981,0.001732576,0.007520519],"category_scores_gemma":[0.03223844,0.0002279246,0.0004928662,0.001073333,0.004348202,0.008890385,0.003420111,0.002302706,0.001572911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780967,"about_ca_system_score_gemma":0.005248632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001616157,"about_ca_topic_score_gemma":0.004613494,"domain_scores_codex":[0.9939102,0.004434908,0.0002492019,0.0002026579,0.0007541569,0.0004489023],"domain_scores_gemma":[0.9717243,0.02093388,0.001928782,0.0009624869,0.001558008,0.002892531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001926408,0.003136283,0.02628472,0.004991508,0.00009006775,0.0003744018,0.1041735,0.0001124901,0.0007125194,0.008197517,0.0262864,0.825448],"study_design_scores_gemma":[0.0002955908,0.002947201,0.05308832,0.03042331,0.0003842268,0.001643279,0.5908857,0.0003731094,0.002839098,0.02241675,0.2945413,0.0001621303],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5061522,0.04099958,0.006686955,0.2720145,0.004201174,0.001196805,0.0002638744,0.0002780079,0.1682069],"genre_scores_gemma":[0.8808698,0.06339069,0.01069192,0.02952057,0.002034212,0.0007561521,0.0001546311,0.00009332399,0.01248873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01110241,"threshold_uncertainty_score":0.05871582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155374003877852,"score_gpt":0.3185841983538596,"score_spread":0.3030467979660744,"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."}}