{"id":"W7070048353","doi":"","title":"Vista","year":2016,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Work (physics); Set (abstract data type); Identification (biology); Process (computing); Product (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004202122,0.001044211,0.00052937,0.002202058,0.002233971,0.004492501,0.001014658,0.001463706,0.772424],"category_scores_gemma":[0.001526262,0.0003735703,0.0004983033,0.001231212,0.0006738796,0.001755645,0.002658034,0.001623416,0.5773353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111267,"about_ca_system_score_gemma":0.00168666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005825778,"about_ca_topic_score_gemma":0.01227163,"domain_scores_codex":[0.999517,0.00004429977,0.00001335563,0.0001522833,0.0002065384,0.00006662047],"domain_scores_gemma":[0.9993309,0.00008690421,0.0000404545,0.0001574776,0.0002054083,0.0001788767],"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":[0.0001913117,0.00009522172,0.0007696218,0.0002128944,0.00001373611,0.0001709293,0.0002490592,0.0001890046,0.002239869,0.02715199,0.6570723,0.3116441],"study_design_scores_gemma":[0.000006447053,0.00000611965,0.0002526488,0.00002752269,0.000002099711,0.00004775099,0.00005212518,0.00004643357,0.0001986815,0.0009696689,0.9983876,0.0000028859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001008063,0.0006588508,0.0009119848,0.001181095,0.0007712317,0.00003899363,0.001792317,0.001833044,0.9918044],"genre_scores_gemma":[0.002996712,0.0002938739,0.0004300176,0.0002460406,0.00008530063,0.00002259528,0.000851303,0.000489919,0.9945844],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.772424,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528366696508368,"score_gpt":0.1995925884833905,"score_spread":0.1743089215183068,"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."}}