{"id":"W3155858989","doi":"10.21203/rs.3.rs-64723/v1","title":"COVID-19: Needs assessment of the pharmacy profession and contributions so far across the Commonwealth","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Pharmacists Association","funders":"","keywords":"Pharmacy; Pandemic; Commonwealth; Declaration; Coronavirus disease 2019 (COVID-19); Health care; Computer-assisted web interviewing; Medicine; Descriptive statistics; Family medicine; Psychology; Medical education; Political science; Business; Marketing; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.01538361,0.0002941893,0.000465966,0.004255538,0.004043424,0.003754634,0.001256182,0.001599655,0.005854649],"category_scores_gemma":[0.03712383,0.000611892,0.00050749,0.003664391,0.001616928,0.00496088,0.01017044,0.001885008,0.0005797819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007946019,"about_ca_system_score_gemma":0.02559174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04285055,"about_ca_topic_score_gemma":0.05271986,"domain_scores_codex":[0.9876212,0.003947953,0.001061317,0.0005993536,0.003719408,0.003050659],"domain_scores_gemma":[0.9684829,0.007554627,0.005563966,0.0007087797,0.007836859,0.009852828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001197422,0.0005992779,0.5664602,0.001752621,0.00004835007,0.001716227,0.3024394,0.000255237,0.001015207,0.002267453,0.008594614,0.1147318],"study_design_scores_gemma":[0.000009464264,0.0002708657,0.4435916,0.001045172,0.00001014498,0.0004701757,0.5399156,0.0003513778,0.0001628239,0.0003438993,0.01379606,0.00003285125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984257,0.0007446915,0.0001907311,0.00914782,0.00004409431,0.0002519388,0.0003902183,0.000008333836,0.004965107],"genre_scores_gemma":[0.9951202,0.001210238,0.0006452838,0.001041053,0.00003217865,0.0003490815,0.0002570942,0.000006868987,0.001337993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04285055,"threshold_uncertainty_score":0.08520228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2558493338627013,"score_gpt":0.6388993493950441,"score_spread":0.3830500155323429,"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."}}