{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007453276,0.0001598348,0.0004320473,0.0005202095,0.002372373,0.00001764137,0.0005703461,0.00005214442,0.009979222],"category_scores_gemma":[0.001302594,0.0001100704,0.00003541205,0.0008489446,0.001071747,0.00008107556,0.0003294207,0.0009353251,0.001338777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006667702,"about_ca_system_score_gemma":0.003226259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344544,"about_ca_topic_score_gemma":0.0004983215,"domain_scores_codex":[0.9956812,0.0009087848,0.0006970774,0.000563463,0.001159334,0.0009901916],"domain_scores_gemma":[0.9980656,0.0007201111,0.0002003771,0.0003029212,0.0002895436,0.0004214396],"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":[0.00003891204,0.00006596907,0.00447372,0.0002938854,0.0000184583,0.000002145118,0.002962599,0.00000164622,0.00001139934,0.07104237,0.9026083,0.01848059],"study_design_scores_gemma":[0.001083156,0.0002404844,0.005558742,0.001621531,0.000003578591,5.849311e-7,0.008730644,0.0004328747,9.624069e-7,0.001704291,0.9805506,0.00007249542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001197358,0.0005834896,0.0005279848,0.5356816,0.00820033,0.0007765742,0.000029543,0.00007864639,0.4529245],"genre_scores_gemma":[0.1999537,0.01316272,0.00165407,0.2031271,0.00204318,0.0003026418,0.0001036014,0.00002705775,0.5796259],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3325545,"threshold_uncertainty_score":0.9994388,"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."}}