{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007301627,0.000350457,0.0003526063,0.0002846955,0.0005987983,0.0004664984,0.001979813,0.0003245795,0.00003085903],"category_scores_gemma":[0.0002774751,0.0003142162,0.0001025897,0.0003130106,0.00007546895,0.0004539829,0.0002783453,0.0004732874,0.00002732868],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00360846,"about_ca_system_score_gemma":0.01344596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1216656,"about_ca_topic_score_gemma":0.03615465,"domain_scores_codex":[0.9974011,0.00007507734,0.0004271836,0.0007406453,0.001021204,0.0003348482],"domain_scores_gemma":[0.9951257,0.00004571418,0.000601922,0.001385007,0.002498848,0.0003428303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001242236,0.00002075993,0.0003342098,0.0003684784,0.0002246584,0.00006145963,0.0003927931,0.007132573,0.00008705613,0.4800137,0.2980033,0.2133598],"study_design_scores_gemma":[0.000183924,0.00004347526,0.004486157,0.0009880421,0.00009487243,0.0002349584,0.00008790318,0.2858962,0.000381862,0.1148665,0.5915864,0.001149648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001908192,0.0002013617,0.6606023,0.001717444,0.001027923,0.001465032,0.0001243821,0.0008916403,0.3337791],"genre_scores_gemma":[0.4145741,0.00008953711,0.5663393,0.0004741555,0.000659653,0.0003835947,0.001456756,0.00009300167,0.01592983],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4143833,"threshold_uncertainty_score":0.999931,"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."}}