{"id":"W4411938161","doi":"10.17576/mh.2025.s2001","title":"International Conference on Pharmaceutical & Health Sciences 2024","year":2025,"lang":"en","type":"article","venue":"Medicine & health","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009751261,0.0009263998,0.0005043189,0.001476975,0.0007542857,0.003121791,0.0007577434,0.001905557,0.2451827],"category_scores_gemma":[0.0008270768,0.0002147479,0.0008339576,0.001085099,0.0005720279,0.001117094,0.001644242,0.001687919,0.1428716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009071049,"about_ca_system_score_gemma":0.002121886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346763,"about_ca_topic_score_gemma":0.001065301,"domain_scores_codex":[0.9993885,0.00007324418,0.00004572174,0.0001061739,0.0002929479,0.00009337871],"domain_scores_gemma":[0.9993185,0.0000721474,0.00004634683,0.00005577639,0.0003091326,0.000198147],"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":[0.0002194639,0.0002282764,0.0008554324,0.001263575,0.00003198659,0.0004855359,0.00009038446,0.0003126909,0.0141287,0.01284897,0.3214192,0.6481158],"study_design_scores_gemma":[0.000008870238,0.00005826991,0.0007585576,0.0001230375,0.00000954062,0.0003367275,0.00003341271,0.0002812148,0.001257332,0.0009263761,0.9962,0.000006596782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008299983,0.08602199,0.01412369,0.01689802,0.02054488,0.0005349894,0.002333675,0.001600437,0.8496423],"genre_scores_gemma":[0.02592359,0.0499716,0.007873681,0.004117144,0.00430333,0.0003008276,0.002492691,0.0001642622,0.9048528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7548173,"threshold_uncertainty_score":0.8202178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4832931474840131,"score_gpt":0.6554453187339304,"score_spread":0.1721521712499173,"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."}}