{"id":"W4386580561","doi":"10.29173/pathfinder83","title":"Referral Strategies","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Presentation (obstetrics); Resource (disambiguation); Computer science; World Wide Web; Object (grammar); Multimedia; Bulletin board; Referral; Chat room; Learning object; Online chat; Knowledge management; Medical education; The Internet; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005621569,0.0010621,0.000811584,0.005007356,0.004173686,0.00621711,0.003720243,0.004106864,0.07434401],"category_scores_gemma":[0.0219519,0.0004193558,0.001194273,0.002355443,0.001084256,0.004800501,0.005626316,0.001827981,0.0481813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003643833,"about_ca_system_score_gemma":0.00509423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004163554,"about_ca_topic_score_gemma":0.008142643,"domain_scores_codex":[0.9929419,0.002341253,0.0008829069,0.0008379752,0.001901297,0.001094648],"domain_scores_gemma":[0.9931809,0.0019103,0.0005262016,0.0007303221,0.002507677,0.001144763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000304131,0.000722833,0.01015728,0.001423043,0.00004724458,0.004558821,0.03874313,0.0005009578,0.004650161,0.100143,0.2403617,0.5983877],"study_design_scores_gemma":[0.00005364053,0.000234918,0.005818537,0.001637208,0.00007479487,0.005218592,0.02984964,0.002158776,0.003326976,0.02995892,0.921525,0.0001430639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05153438,0.003902697,0.06427397,0.01183509,0.001743037,0.004662434,0.001973206,0.00554538,0.8545299],"genre_scores_gemma":[0.3080708,0.003695406,0.07680283,0.006134226,0.0003514823,0.002675864,0.002835508,0.001923902,0.59751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07434401,"threshold_uncertainty_score":0.2487055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07506959927161029,"score_gpt":0.4229479767116561,"score_spread":0.3478783774400458,"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."}}