{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002373734,0.0001149556,0.00018912,0.0006900976,0.004720852,0.0004753901,0.0008577455,0.00006566934,0.000101341],"category_scores_gemma":[0.0001445918,0.0001367902,0.00004161302,0.001623355,0.000403723,0.001041379,0.002890244,0.001381058,0.00001044797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682649,"about_ca_system_score_gemma":0.0005361123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003056662,"about_ca_topic_score_gemma":0.000009121988,"domain_scores_codex":[0.9958689,0.001244699,0.000145331,0.0005845027,0.001626815,0.0005297064],"domain_scores_gemma":[0.9984139,0.0006257912,0.00007923758,0.0002863497,0.0003213446,0.0002733667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002589227,0.001202664,0.571572,0.0007715679,0.0006553149,0.002787144,0.120962,0.0006610626,0.02828334,0.05189853,0.1346685,0.08394875],"study_design_scores_gemma":[0.001683158,0.003046064,0.04832053,0.00007368207,0.000007425506,0.000152544,0.02680417,0.009726734,0.000645506,0.00369825,0.9053388,0.0005031414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322956,0.0009814078,0.0006768358,0.001512556,0.0003671373,0.0003984288,0.000002376485,0.0001806828,0.06358497],"genre_scores_gemma":[0.9085422,0.00008473875,0.001674674,0.000008670895,0.0001190165,0.000003932313,0.000005163215,0.00001325643,0.0895484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7706704,"threshold_uncertainty_score":0.9965749,"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."}}