{"id":"W4406045113","doi":"10.2196/64550","title":"Reviewing Mobile Apps for Teaching Human Anatomy: Search and Quality Evaluation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Quality (philosophy); Computer science; Multimedia; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002855637,0.00008656583,0.000182497,0.0001283911,0.0001406604,0.00001343651,0.0001246969,0.0001545414,0.00008342384],"category_scores_gemma":[0.001084794,0.00008084112,0.00002815707,0.000159658,0.00007043129,0.00006371878,0.00003427465,0.0003777523,0.000002603179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187905,"about_ca_system_score_gemma":0.000280412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003971614,"about_ca_topic_score_gemma":0.00002372094,"domain_scores_codex":[0.9988603,0.0001503163,0.000297348,0.0001940598,0.0003383651,0.0001596061],"domain_scores_gemma":[0.9994993,0.0001209805,0.0000187108,0.0001801333,0.0000711058,0.0001097301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002768625,0.0002964789,0.002047319,0.0003998638,0.00002527368,1.416965e-7,0.001290131,0.000004564115,0.00004775949,0.0130162,0.002649199,0.9802203],"study_design_scores_gemma":[0.006100595,0.0006521185,0.08734301,0.002608549,0.0003760621,0.000007953437,0.05158681,0.08759949,0.0005253504,0.02260729,0.7396256,0.0009672074],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884126,0.00404466,0.002256843,0.0008003677,0.0004076979,0.001905986,7.604912e-7,0.0001977809,0.001973314],"genre_scores_gemma":[0.9971536,0.0001470664,0.0002700077,0.0002609881,0.00009350805,0.001926744,0.00002717601,0.000008800837,0.0001121264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9792531,"threshold_uncertainty_score":0.3296605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419072018991608,"score_gpt":0.4739240933378933,"score_spread":0.4397333731479772,"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."}}