{"id":"W1579268629","doi":"10.18438/b8n03s","title":"A New Path: Research Methods","year":2016,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Saskatchewan Museum; University of Saskatchewan","funders":"","keywords":"Computer science; Path (computing); Data science; Information retrieval; Programming language","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3202657,0.002014293,0.003512727,0.00709131,0.003183995,0.0123418,0.006847717,0.007022365,0.03624912],"category_scores_gemma":[0.4248241,0.001109983,0.002864217,0.006503844,0.01349685,0.02152393,0.009783714,0.01395146,0.01187658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008970097,"about_ca_system_score_gemma":0.02292069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002616858,"about_ca_topic_score_gemma":0.004372995,"domain_scores_codex":[0.6906304,0.2574018,0.01784821,0.006676468,0.02597161,0.001471439],"domain_scores_gemma":[0.4923199,0.3543708,0.01139008,0.05748774,0.07787018,0.006561226],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001106307,0.0003391251,0.001677744,0.03162026,0.0008320889,0.0001203393,0.0008984653,0.0003833101,0.0005207739,0.2532428,0.2044637,0.5047951],"study_design_scores_gemma":[0.0005822996,0.0007540271,0.002190841,0.07771435,0.001030598,0.0003332751,0.003031704,0.001565396,0.001270431,0.4182936,0.4930074,0.000226046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001135317,0.2172111,0.1526455,0.4948766,0.1016817,0.003882589,0.001510745,0.0003945059,0.02666191],"genre_scores_gemma":[0.05721625,0.1899857,0.3555592,0.275013,0.05855154,0.02773282,0.001630167,0.0008125679,0.03349886],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6797343,"threshold_uncertainty_score":0.8382335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3553617761240749,"score_gpt":0.5896786912896481,"score_spread":0.2343169151655732,"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."}}