{"id":"W7009932786","doi":"","title":"2022 Gladys Nipp and Stephen Mah Award-Winning Research Proposal","year":2022,"lang":"en","type":"article","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research proposal; Research methodology; Human research; Experimental research; Postgraduate research","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":[0.009627863,0.0007080906,0.0005678783,0.001770188,0.006528426,0.009575218,0.001783879,0.005904966,0.1295412],"category_scores_gemma":[0.0147397,0.0005216858,0.0006755225,0.001116609,0.001898451,0.003474795,0.005029581,0.005652402,0.09540983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006870259,"about_ca_system_score_gemma":0.01656576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0221613,"about_ca_topic_score_gemma":0.06953216,"domain_scores_codex":[0.9917732,0.0009535509,0.0001701644,0.0006603118,0.005422498,0.001020304],"domain_scores_gemma":[0.9840164,0.0009215973,0.0001771136,0.0004458462,0.007733959,0.006705035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008785233,0.00002189091,0.00005801701,0.00001055303,9.54593e-7,0.00002302824,0.00003908335,0.000006360868,0.00008455936,0.00298748,0.9905689,0.006190349],"study_design_scores_gemma":[0.000008590208,0.00003212433,0.0002049373,0.00002218524,0.000002467926,0.00003301466,0.0003158995,0.00004099641,0.0001140514,0.0006624463,0.9985552,0.000008024223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.002000513,0.003980602,0.002453361,0.5125231,0.1358946,0.0008668148,0.001445221,0.0007454097,0.3400904],"genre_scores_gemma":[0.003228353,0.001079508,0.0009523114,0.03316837,0.004045942,0.0001775811,0.0005333876,0.0002102436,0.9566044],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1295412,"threshold_uncertainty_score":0.4333584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03092697335512002,"score_gpt":0.2590117319975983,"score_spread":0.2280847586424783,"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."}}