{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.01909639,0.0001020717,0.0001341594,0.0005231365,0.0002869575,0.001172446,0.0005140138,0.00007529368,0.009008428],"category_scores_gemma":[0.03471928,0.00005703559,0.00004095613,0.001327791,0.00008363216,0.3511128,0.0001994727,0.0002069481,0.001966971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000171608,"about_ca_system_score_gemma":0.001052479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005425217,"about_ca_topic_score_gemma":4.56441e-8,"domain_scores_codex":[0.9945118,0.002381415,0.0007491922,0.0002336693,0.001882576,0.0002413168],"domain_scores_gemma":[0.9673628,0.03102548,0.00038486,0.0005558596,0.0004192048,0.0002518381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000212847,0.00001048788,0.0008529546,0.000006482633,0.000003702014,6.816803e-7,0.0001870613,0.00001276005,0.0002216317,0.1997145,0.05519604,0.7435808],"study_design_scores_gemma":[0.0003702172,0.0001712992,0.008921914,0.0001428189,0.000005307685,0.000008499707,0.0007757182,0.002782322,0.002959001,0.007014502,0.9767444,0.0001040461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001067984,0.0005223514,0.4793703,0.467544,0.0003774989,0.0003688899,0.000006566146,0.0000976396,0.05064484],"genre_scores_gemma":[0.1277672,0.005364567,0.6954282,0.1481845,0.0004916349,0.00009726871,0.00001362438,0.00002071659,0.02263229],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9215483,"threshold_uncertainty_score":0.9998645,"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."}}