{"id":"W4200449595","doi":"10.46542/pe.2021.214.186","title":"Life Long Learning in Pharmacy Virtual Conference Proceedings 2021","year":2021,"lang":"en","type":"article","venue":"Pharmacy Education","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pharmacy; Computer science; Medical education; Medicine; Psychology; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005120592,0.000759899,0.0007555445,0.001223611,0.002240932,0.007483516,0.0016348,0.002410865,0.3498035],"category_scores_gemma":[0.01673048,0.000298557,0.0007100148,0.0008439481,0.0005988642,0.002859018,0.005113993,0.003348138,0.1325749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001678397,"about_ca_system_score_gemma":0.003017422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006504842,"about_ca_topic_score_gemma":0.002518876,"domain_scores_codex":[0.9963768,0.001430243,0.0001570989,0.0002235664,0.001215251,0.0005970454],"domain_scores_gemma":[0.9748865,0.00279863,0.0009764165,0.0005709436,0.004535879,0.01623152],"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":[0.0001162504,0.0001713874,0.0002804523,0.000171068,0.000007267625,0.0001307173,0.00008791836,0.00005432655,0.0001849534,0.0006125698,0.9238412,0.07434177],"study_design_scores_gemma":[0.00006210808,0.0002045637,0.002418001,0.0001963607,0.000009338009,0.0003211665,0.0004043275,0.0001810995,0.0003853377,0.001279852,0.9945064,0.00003142794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01898797,0.01419232,0.008728769,0.137597,0.169309,0.0008748724,0.004959255,0.004630982,0.64072],"genre_scores_gemma":[0.07044031,0.005541494,0.006846507,0.0134564,0.04541862,0.0008773467,0.004212754,0.00107455,0.852132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3498035,"threshold_uncertainty_score":0.9274265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.183699543166018,"score_gpt":0.5078519398847657,"score_spread":0.3241523967187477,"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."}}