{"id":"W3149856787","doi":"10.29173/iasl7534","title":"Barriers to the Influence of Research","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Quality (philosophy); Research design; Data collection; Scale (ratio); Naturalistic observation; Field (mathematics); Test (biology); Psychology; Medical education; Library science; Sociology; Computer science; Social science; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001948166,0.00006612395,0.000100468,0.0001128844,0.0008013421,0.0004256212,0.0007881837,0.00005738682,0.0006280224],"category_scores_gemma":[0.004532492,0.0000487167,0.00003285503,0.00185023,0.0005838099,0.006460444,0.0002012314,0.0002078004,0.0001670762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000252883,"about_ca_system_score_gemma":0.001469984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003168691,"about_ca_topic_score_gemma":0.00002352462,"domain_scores_codex":[0.9981825,0.00005897549,0.0002391687,0.0001904393,0.0009347798,0.0003941245],"domain_scores_gemma":[0.9959905,0.0001177868,0.00006645934,0.0001128952,0.003368424,0.0003439357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000091119,0.000007220118,0.01240077,0.00001636232,0.000003342287,8.788551e-7,0.8122654,0.00001114859,0.0002298585,0.1594032,0.01405896,0.001593758],"study_design_scores_gemma":[0.00005155874,0.00004958684,0.01371752,0.00006222627,0.000001431912,0.000001385781,0.5161788,0.0000253624,0.001706171,0.003663573,0.4644549,0.00008746999],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322699,0.00001967568,0.000009385946,0.03132327,0.00008341225,0.0001782863,0.0000128272,0.0000340177,0.03606923],"genre_scores_gemma":[0.9912195,0.00003585719,0.000195554,0.003604233,0.0001075062,0.00002005695,9.969256e-7,0.000002850246,0.004813481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.450396,"threshold_uncertainty_score":0.6876405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447172681504683,"score_gpt":0.3644919146867968,"score_spread":0.3197746465363285,"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."}}