{"id":"W7099878867","doi":"","title":"SYNOPTIC WATER QUALITY SURVEY OF SELECTED HALIFAX REGIONAL MUNICIPALITY LAKES","year":2015,"lang":"en","type":"article","venue":"","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Subject matter; Quality (philosophy); Citation; Technical report","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007535277,0.00008749916,0.0001853998,0.00003824667,0.00009611081,0.0001354366,0.000173784,0.00003351995,0.003539902],"category_scores_gemma":[0.00005238927,0.00005189095,0.00003226433,0.00004360788,0.0001539002,0.000862192,0.00005861513,0.00005245158,0.000149399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009212985,"about_ca_system_score_gemma":0.00005789071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04334131,"about_ca_topic_score_gemma":0.02922391,"domain_scores_codex":[0.9989508,0.0001542786,0.0004206893,0.00008286073,0.0002358439,0.0001555507],"domain_scores_gemma":[0.998776,0.00008453732,0.00009525772,0.0002068045,0.0007649732,0.00007242749],"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":[0.0001494716,0.0001145986,0.01112161,0.0001116776,0.00008806853,2.604981e-7,0.1007097,0.00001381735,0.00003420433,0.8311798,0.0563697,0.0001071123],"study_design_scores_gemma":[0.001155038,0.000195677,0.05334565,0.00002236816,0.00002152714,0.000001644413,0.02978729,0.001082338,0.002424775,0.003477767,0.9080098,0.000476147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.80979,0.00003082264,0.000009267388,0.0004823452,0.0001528384,0.0000691827,0.00008609932,0.00007198608,0.1893075],"genre_scores_gemma":[0.9914234,0.00000285457,0.00003914275,0.0007614585,0.00007097895,0.000003286934,0.0004958614,0.000005570217,0.007197413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8516401,"threshold_uncertainty_score":0.997371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2400288172850452,"score_gpt":0.2937624808239204,"score_spread":0.05373366353887521,"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."}}