{"id":"W7054944544","doi":"","title":"Better together: combining research and writing support for student scholars","year":2018,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Attendance; Writing center; Session (web analytics); Information literacy; Suite; Rhetorical question; Library instruction; Writing process","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":[0.09393007,0.001554235,0.001424989,0.006346456,0.01063039,0.02195475,0.006480983,0.005557593,0.01511524],"category_scores_gemma":[0.232769,0.001506247,0.001550509,0.003921303,0.00598122,0.01810477,0.04690095,0.006807054,0.006884162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003371483,"about_ca_system_score_gemma":0.02234536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002845093,"about_ca_topic_score_gemma":0.001055922,"domain_scores_codex":[0.9031147,0.06994449,0.006415876,0.005183564,0.01115488,0.00418657],"domain_scores_gemma":[0.7098448,0.1520191,0.02155836,0.03926206,0.0290582,0.04825754],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002465332,0.002046825,0.007176586,0.00116627,0.00008069814,0.001181606,0.1739463,0.0003018046,0.002844149,0.005527288,0.04544287,0.7600392],"study_design_scores_gemma":[0.0006068611,0.003527856,0.01081135,0.004620617,0.0003371626,0.003950597,0.3262724,0.002270844,0.0082691,0.06705846,0.571916,0.0003587031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4211418,0.00888368,0.1677816,0.2375504,0.009216658,0.005624037,0.0003599157,0.009149455,0.1402923],"genre_scores_gemma":[0.605213,0.004652377,0.3297009,0.02081439,0.004070796,0.004457278,0.0004751361,0.001171126,0.02944496],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9060699,"threshold_uncertainty_score":0.4967557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828068175796745,"score_gpt":0.3278169655917216,"score_spread":0.2895362838337541,"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."}}