{"id":"W2595390790","doi":"","title":"Factors Influencing Research Collaboration in LIS Schools in South Africa.","year":2015,"lang":"en","type":"article","venue":"ISSI","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bureaucracy; Medical education; Library science; Productivity; Population; Psychology; Public relations; Political science; Sociology; Medicine; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[],"category_scores_codex":[0.01759375,0.0003434937,0.0007055999,0.004137055,0.00946603,0.005689288,0.0008751404,0.001192295,0.00464446],"category_scores_gemma":[0.05523145,0.0005408729,0.0004129203,0.004615122,0.002863713,0.002681046,0.006431307,0.0009445515,0.0003698773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005162581,"about_ca_system_score_gemma":0.02210457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006179575,"about_ca_topic_score_gemma":0.01127115,"domain_scores_codex":[0.9739838,0.01595998,0.00270841,0.001231587,0.002932372,0.003183741],"domain_scores_gemma":[0.9085674,0.03544613,0.03465307,0.001987123,0.004161212,0.01518512],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002536872,0.0003079297,0.6681789,0.0009998352,0.0001155581,0.002180994,0.2691955,0.0002488301,0.00138733,0.001745362,0.001399493,0.05398665],"study_design_scores_gemma":[0.00006300249,0.000560488,0.543893,0.0007671205,0.00008087905,0.001358086,0.4318188,0.0004452966,0.0007113455,0.002170043,0.018063,0.00006888616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922226,0.001071365,0.0005734501,0.002542744,0.00002179391,0.0001245803,0.00005523961,0.00002085798,0.003367422],"genre_scores_gemma":[0.9985036,0.0003491308,0.0005974734,0.0001514946,0.00001034115,0.00005409167,0.00001700267,0.000002989701,0.0003139904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9824063,"threshold_uncertainty_score":0.09304571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2524856294323907,"score_gpt":0.4459279975590442,"score_spread":0.1934423681266535,"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."}}