{"id":"W2793115277","doi":"10.26685/urncst.47","title":"Scinapse 2017-2018 Undergraduate Science Case Competition: What the Frack is this?","year":2018,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Toronto Scarborough; University of Toronto; McMaster University; University of Ottawa","keywords":"Competition (biology); Construct (python library); Undergraduate research; Psychology; Process (computing); Medical education; Library science; Mathematics education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.02584795,0.0009367561,0.0007187603,0.002105867,0.007237812,0.01402234,0.003233153,0.005734071,0.04099],"category_scores_gemma":[0.04410001,0.0004689521,0.001071409,0.001689431,0.004393732,0.00623524,0.01105152,0.005842372,0.01103785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0144496,"about_ca_system_score_gemma":0.01964878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007089047,"about_ca_topic_score_gemma":0.02951536,"domain_scores_codex":[0.9860538,0.004210048,0.0005897768,0.0007909132,0.005334756,0.003020833],"domain_scores_gemma":[0.9563883,0.00598614,0.002269832,0.001070056,0.009924176,0.02436149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002356412,0.0004733455,0.00313836,0.0005668449,0.0000187272,0.00148985,0.003813011,0.000389262,0.0007651673,0.02594453,0.8906484,0.07251683],"study_design_scores_gemma":[0.00006957562,0.0002458858,0.003190959,0.0006047789,0.000007505329,0.0008834664,0.009794598,0.0004262861,0.0005014655,0.009079791,0.9751419,0.00005371529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07318733,0.01040269,0.008774814,0.6962019,0.05451206,0.002770044,0.001746868,0.0007381102,0.1516661],"genre_scores_gemma":[0.4617932,0.01570669,0.0316576,0.1547065,0.02535944,0.006724608,0.006443331,0.001081339,0.2965273],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04099,"threshold_uncertainty_score":0.1371252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04921191541313041,"score_gpt":0.3740839197139046,"score_spread":0.3248720043007742,"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."}}