{"id":"W7001249208","doi":"","title":"Improvements in Research Orientation and Reductions in Barriers to Research Utilization among Undergraduate Students in Health Sciences","year":2018,"lang":"en","type":"article","venue":"JMU Scholoraly Commons (James Madison University)","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Orientation (vector space); Undergraduate research; Research design; Biomedical sciences; Survey 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00315697,0.0002424528,0.0002099343,0.0004232161,0.0004208381,0.0007763699,0.0003729851,0.0005697365,0.0041606],"category_scores_gemma":[0.0118518,0.0002030015,0.0002599556,0.0002315791,0.0003591325,0.0004299691,0.0007330459,0.0008754614,0.0005306951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003934319,"about_ca_system_score_gemma":0.002620532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398322,"about_ca_topic_score_gemma":0.002419254,"domain_scores_codex":[0.998859,0.0003395276,0.00008402784,0.00007795235,0.0004244743,0.0002149255],"domain_scores_gemma":[0.9932254,0.001652829,0.001792855,0.0002937829,0.0009868046,0.002048383],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007286302,0.01448522,0.8061758,0.0003964478,0.0001159888,0.0001292461,0.005780459,0.0001821451,0.01179414,0.0001531724,0.001469208,0.1585895],"study_design_scores_gemma":[0.00008824045,0.00304911,0.9906706,0.00006303453,0.00003972014,0.000145179,0.001720431,0.0001362923,0.002790086,0.0001058841,0.001180712,0.00001073159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990925,0.00008073645,0.00006452286,0.0001990335,0.000005153302,0.00002549811,0.00001475585,0.000006089035,0.0005117673],"genre_scores_gemma":[0.9984915,0.0001201226,0.0004554827,0.0001271138,0.000007959038,0.00003374438,0.00004603091,0.000001937598,0.0007160311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.996843,"threshold_uncertainty_score":0.01669586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4034320375458513,"score_gpt":0.5897967321904745,"score_spread":0.1863646946446231,"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."}}