{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01532878,0.0001272982,0.0002364257,0.006435743,0.002960188,0.0001051943,0.0007541472,0.0001518718,0.00009011085],"category_scores_gemma":[0.002135693,0.0001372083,0.00001639119,0.01366405,0.001169436,0.001133338,0.0005708665,0.001560094,0.0000776745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002480392,"about_ca_system_score_gemma":0.002830805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04014994,"about_ca_topic_score_gemma":0.1568765,"domain_scores_codex":[0.9909314,0.004980076,0.0005584331,0.0007634426,0.001198741,0.0015679],"domain_scores_gemma":[0.9975426,0.0006091775,0.0001187456,0.0003491929,0.0005009668,0.0008793582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001251833,0.0001509972,0.9734666,0.00005893325,0.000002126777,0.000005777552,0.01432879,0.00002658438,0.00004321253,0.003001086,0.005704466,0.003086197],"study_design_scores_gemma":[0.00108031,0.0007292419,0.8467217,0.0004617601,7.477122e-7,2.281665e-7,0.1280225,0.0005906414,0.00001376568,0.001277109,0.02098084,0.0001211703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744922,0.00005782552,0.00003351303,0.01873917,0.0003418789,0.002098299,0.00000942173,0.00002402026,0.004203704],"genre_scores_gemma":[0.9966985,0.0003554008,0.0002631925,0.0002153273,0.00007508095,0.00005147097,0.00001290812,0.00001109866,0.00231704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1267449,"threshold_uncertainty_score":0.9983378,"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."}}