{"id":"W2800208019","doi":"10.15273/10222/73935","title":"Canadian Integrated Ocean Observing System: Cyberinfrastructure Investigative Evaluation","year":2017,"lang":"en","type":"report","venue":"","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyberinfrastructure; Government (linguistics); Service (business); Business; Environmental resource management; Computer science; Data science; Environmental science; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.02454063,0.0009332907,0.0004333925,0.003992024,0.004995113,0.004751518,0.002535733,0.0008766263,0.003615067],"category_scores_gemma":[0.02429772,0.0003575934,0.0004776307,0.005272946,0.002696764,0.002393331,0.003218382,0.0010889,0.0006466882],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05266003,"about_ca_system_score_gemma":0.127083,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8881199,"about_ca_topic_score_gemma":0.9303809,"domain_scores_codex":[0.9691551,0.004362999,0.0009583523,0.0009909931,0.0226063,0.001926295],"domain_scores_gemma":[0.9480796,0.002917177,0.001547411,0.002566259,0.04312763,0.001762082],"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":[0.001888472,0.002204672,0.1588973,0.002588757,0.0003586595,0.0008235754,0.01284832,0.03897649,0.02358467,0.05909937,0.1848014,0.5139283],"study_design_scores_gemma":[0.00068494,0.002044672,0.2324336,0.001462254,0.0004514231,0.0002857402,0.0333082,0.05432441,0.04368969,0.006829732,0.624081,0.0004043945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3938825,0.001916055,0.06223781,0.007938203,0.0002956793,0.02167397,0.02104091,0.001807039,0.4892078],"genre_scores_gemma":[0.722278,0.002559785,0.1911353,0.00143755,0.00005894059,0.005332976,0.02457961,0.0003648019,0.05225307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.94734,"threshold_uncertainty_score":0.382077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07181638341087075,"score_gpt":0.3390855599112199,"score_spread":0.2672691765003491,"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."}}