{"id":"W7025570358","doi":"","title":"Workshop: Preparing Students For Successful Systematic And Scoping Reviews - A Workshop for Supervisors","year":2023,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Curriculum; Work (physics); Systematic review","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":[],"consensus_categories":[],"category_scores_codex":[0.05756399,0.001840377,0.001656456,0.002151413,0.004368054,0.008170862,0.004418429,0.004616101,0.05836827],"category_scores_gemma":[0.05543506,0.001857098,0.001889705,0.001629957,0.002100206,0.003797545,0.01509579,0.007493717,0.02705839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005626276,"about_ca_system_score_gemma":0.02735676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004490149,"about_ca_topic_score_gemma":0.02070973,"domain_scores_codex":[0.9863106,0.007450325,0.001092552,0.001301005,0.002447698,0.001397844],"domain_scores_gemma":[0.8926559,0.01827209,0.004375676,0.004330441,0.02996924,0.05039657],"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":[0.0002836897,0.0002442947,0.0005341202,0.001418316,0.00006380623,0.0009285146,0.008490819,0.0004127546,0.004086043,0.001378625,0.9174308,0.06472825],"study_design_scores_gemma":[0.0002899667,0.0002763849,0.002493611,0.002026616,0.00005305051,0.000391868,0.006768964,0.0004181621,0.001515774,0.003344101,0.9823084,0.0001131205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04583628,0.02278658,0.2184787,0.3949419,0.1230411,0.05175996,0.01797421,0.01774994,0.1074313],"genre_scores_gemma":[0.1369688,0.01361882,0.3915521,0.04216237,0.02444732,0.04170663,0.01786089,0.006095986,0.3255871],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05836827,"threshold_uncertainty_score":0.3044311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610471619505264,"score_gpt":0.3455521142073066,"score_spread":0.299447398012254,"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."}}