{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003783669,0.00007967227,0.00008726947,0.0007408812,0.004924308,0.002859632,0.0004630412,0.00006924476,0.00008269087],"category_scores_gemma":[0.0005317308,0.00006882889,0.00003189628,0.001316263,0.0003653597,0.005779011,0.00002857092,0.0001415487,0.00005340359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015118,"about_ca_system_score_gemma":0.008440301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003876911,"about_ca_topic_score_gemma":0.008135934,"domain_scores_codex":[0.9979675,0.00005808461,0.0002925607,0.0001079359,0.001067425,0.0005064359],"domain_scores_gemma":[0.9978466,0.00005092979,0.0001404708,0.00008276656,0.00120643,0.0006727796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001931038,0.00002196752,0.1518314,0.00002651936,0.00002511339,0.000003177287,0.5096274,0.00007732245,0.00002264474,0.2457133,0.05559447,0.03703732],"study_design_scores_gemma":[0.000297609,0.00003416851,0.4777123,0.0000410734,0.000005405108,0.00000243316,0.2743912,0.00002585193,0.000005784728,0.005175354,0.2421556,0.0001531461],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722792,0.00003679706,0.0002092398,0.005557445,0.004266907,0.0005291226,0.00003520885,0.00004020246,0.01704591],"genre_scores_gemma":[0.9969701,0.00002927069,0.0001013598,0.0007529944,0.0002015963,0.00004772746,0.000009455854,0.000003741854,0.001883781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3258809,"threshold_uncertainty_score":0.9981755,"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."}}