{"id":"W7006853056","doi":"","title":"What Is Happening Where? An Evaluation of Social Science Research Trends in Nunavut (2004-2019)","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Biological and pharmacological studies of plants","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social research; General partnership; Thematic analysis; Scope (computer science); Community engagement; Tracking (education); Diversity (politics); Qualitative 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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.07478201,0.000416105,0.0006852451,0.008935826,0.007949786,0.009709678,0.002510936,0.0009415071,0.001991264],"category_scores_gemma":[0.1060641,0.0006624963,0.001185484,0.01576119,0.004441319,0.007112628,0.00735879,0.001733321,0.0003708097],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05842454,"about_ca_system_score_gemma":0.06583498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7027729,"about_ca_topic_score_gemma":0.8083604,"domain_scores_codex":[0.9703304,0.01287885,0.004775443,0.001951073,0.00744073,0.002623561],"domain_scores_gemma":[0.8823696,0.03272166,0.0190873,0.003687012,0.04929169,0.01284272],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0010209,0.0003511187,0.7338921,0.003151183,0.0003157259,0.0004062452,0.1440576,0.0005759447,0.001394855,0.00287031,0.006939963,0.105024],"study_design_scores_gemma":[0.00003868124,0.0005718083,0.7441641,0.001449214,0.0001387735,0.00008621059,0.2320474,0.0006455948,0.0006806456,0.0003981567,0.01968043,0.00009893325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575022,0.004333969,0.001072585,0.01350032,0.0002436006,0.001858218,0.0058796,0.0001106298,0.0154988],"genre_scores_gemma":[0.9868063,0.002139269,0.003573672,0.001064,0.00004378767,0.00181438,0.002050417,0.00004753827,0.002460697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9910642,"threshold_uncertainty_score":0.597955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094649397787625,"score_gpt":0.3897007665278667,"score_spread":0.2802358267491042,"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."}}