{"id":"W7117104861","doi":"10.17605/osf.io/5f62w","title":"SCOPING REVIEW PROTOCOL: STRATEGIES UTILIZED BY PHARMACISTS AND PHARMACY STUDENTS IN PRESCRIBING RELATED DECISION-MAKING","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pharmacy; Pharmacist; Pharmacy practice; Context (archaeology); Health care; Clinical pharmacy; Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"category_scores_codex":[0.0225539,0.002325619,0.003977369,0.002328198,0.002029327,0.0166086,0.02210164,0.0008464657,0.02687437],"category_scores_gemma":[0.0139019,0.002318858,0.0002752984,0.01788414,0.003933223,0.007743745,0.01719204,0.00476644,0.001527859],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001411578,"about_ca_system_score_gemma":0.01246035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001927601,"about_ca_topic_score_gemma":0.00005922234,"domain_scores_codex":[0.9774895,0.002039956,0.004646148,0.006633921,0.005953887,0.003236597],"domain_scores_gemma":[0.9883339,0.0026949,0.003715581,0.003531657,0.0007970265,0.0009268796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.006463307,0.006926394,0.03284715,0.1390962,0.001151053,0.001692979,0.006124511,0.0004345122,0.005079182,0.003855095,0.1338281,0.6625015],"study_design_scores_gemma":[0.006297669,0.00009879418,0.0001822941,0.960611,0.0003091844,0.00004734605,0.0003586754,0.001061684,0.0001976169,0.006454408,0.0219344,0.002446885],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006945888,0.04148602,0.001496183,0.0002145342,0.001759802,0.75454,0.0002173316,0.0002922657,0.1992993],"genre_scores_gemma":[0.03100786,0.0601717,0.08429095,0.005754517,0.0003178697,0.7846413,0.00004788841,0.002894877,0.0308731],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8215148,"threshold_uncertainty_score":0.9992699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05067600036700887,"score_gpt":0.5112916305866938,"score_spread":0.4606156302196849,"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."}}