{"id":"W6944528112","doi":"10.20381/ruor-21128","title":"How Canadian librarians practice and assess individualized research consultations in academic libraries: A nationwide survey","year":2017,"lang":"en","type":"article","venue":"University of Ottawa - Library","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Computer-assisted web interviewing; Service (business); The arts; Academic year; MEDLINE","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007329287,0.0002781195,0.0006438374,0.005384545,0.006460584,0.004055973,0.00215803,0.001113361,0.005353672],"category_scores_gemma":[0.02158293,0.0007137974,0.0006315886,0.01504539,0.002016082,0.00235658,0.002644885,0.001353825,0.001267565],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04465287,"about_ca_system_score_gemma":0.06907167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9568239,"about_ca_topic_score_gemma":0.9711909,"domain_scores_codex":[0.9880553,0.001776138,0.001220761,0.0009711827,0.005794015,0.002182758],"domain_scores_gemma":[0.9761331,0.002804233,0.005322633,0.0006834966,0.01050937,0.004547148],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001317126,0.0001958816,0.9078838,0.0008585347,0.0000632005,0.0002872963,0.03793379,0.0000786009,0.0004055065,0.0004429966,0.01141487,0.0403039],"study_design_scores_gemma":[0.00001153463,0.0001143032,0.9316053,0.0003193894,0.00002855559,0.0002815177,0.05176451,0.0001687067,0.0001624361,0.00005525776,0.01541755,0.00007087224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757565,0.002937968,0.0002324904,0.004378154,0.00003078493,0.0003403974,0.005287778,0.00006649835,0.01096931],"genre_scores_gemma":[0.9907506,0.002400892,0.0007848614,0.002087643,0.00002113505,0.0001577849,0.001454493,0.00002783672,0.002314789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.995944,"threshold_uncertainty_score":0.3239807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.319953703805459,"score_gpt":0.4824042990234201,"score_spread":0.1624505952179612,"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."}}