{"id":"W2084429969","doi":"10.1145/2676723.2677299","title":"MiniOS","year":2015,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Curriculum; Engineering management; Software engineering; Engineering","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":[0.0006121644,0.0006874114,0.0003117616,0.0006375323,0.0003911628,0.001097872,0.001239849,0.0005074266,0.04793444],"category_scores_gemma":[0.002915793,0.000370068,0.0003080375,0.0003287792,0.0003683132,0.001757299,0.001770667,0.001100242,0.02088561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000318632,"about_ca_system_score_gemma":0.001081084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003202784,"about_ca_topic_score_gemma":0.0006266396,"domain_scores_codex":[0.9995018,0.00007169384,0.00003272429,0.00008861784,0.0002370571,0.00006797366],"domain_scores_gemma":[0.9985307,0.000362795,0.0001381584,0.0002885459,0.000389943,0.0002898009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007956728,0.0003988923,0.002222897,0.0006978757,0.00002496018,0.0002150897,0.000594175,0.001929572,0.03821678,0.06090442,0.1335623,0.7604375],"study_design_scores_gemma":[0.0001177524,0.0006390063,0.002503919,0.0002129616,0.00003494239,0.0009205983,0.0001321322,0.01173342,0.03121426,0.01487599,0.9375644,0.00005075338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05183997,0.001289684,0.5676268,0.001525772,0.001096497,0.001356564,0.002358079,0.0908777,0.2820289],"genre_scores_gemma":[0.1981904,0.002435789,0.4929211,0.001563156,0.0006510589,0.001547301,0.005732037,0.01185509,0.2851041],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04793444,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282691821600027,"score_gpt":0.2782192044708096,"score_spread":0.2353922862548093,"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."}}