{"id":"W4240442624","doi":"10.24908/iqurcp.8838","title":"BioBoxes: Think Inside the Box","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003038903,0.001054014,0.0006230346,0.0005601789,0.003329962,0.006632427,0.0011482,0.004165034,0.6460589],"category_scores_gemma":[0.01671599,0.0005490457,0.0005676408,0.0003659769,0.001076291,0.007348157,0.003717314,0.004464053,0.3882387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006735878,"about_ca_system_score_gemma":0.001452931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186244,"about_ca_topic_score_gemma":0.002175766,"domain_scores_codex":[0.9990221,0.0003364478,0.00003816093,0.00009505227,0.0003550009,0.0001533033],"domain_scores_gemma":[0.991142,0.0032418,0.0002997257,0.0006529168,0.002117985,0.002545464],"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":[0.00004794545,0.00001445675,0.00003785696,0.00002972439,9.02043e-7,0.00002480962,0.0001257236,0.00001057727,0.0002039082,0.0009774312,0.9896488,0.008877822],"study_design_scores_gemma":[0.00002534343,0.00002342847,0.0001201301,0.00007567732,0.000002030581,0.00002189765,0.000581084,0.00004803572,0.0001909648,0.001771216,0.9971266,0.00001343344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003307089,0.002179847,0.02644534,0.2392335,0.147826,0.001371108,0.003189413,0.02057346,0.5558742],"genre_scores_gemma":[0.01439868,0.00148323,0.008892072,0.04637057,0.02842051,0.0008819799,0.001198431,0.006989312,0.8913652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6460589,"threshold_uncertainty_score":0.5048541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07804854101600464,"score_gpt":0.3382358436682443,"score_spread":0.2601873026522397,"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."}}