{"id":"W6886042663","doi":"10.14288/1.0373195","title":"Community - Based Water Monitoring : Build Your Own Water Monitoring Logger","year":2018,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data logger; Global Positioning System; Logging; Data collection; Assisted GPS; Citizen science; Proxy (statistics); Indigenous","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":[0.002834276,0.001252798,0.000630133,0.001866553,0.000875632,0.001462761,0.002628685,0.001714785,0.04387618],"category_scores_gemma":[0.007315687,0.000854892,0.0007450187,0.000988862,0.0006442002,0.003752236,0.003054874,0.001485431,0.03090857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005400872,"about_ca_system_score_gemma":0.001898727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002977905,"about_ca_topic_score_gemma":0.004833379,"domain_scores_codex":[0.9976756,0.0003021549,0.0001307274,0.0003649796,0.001343542,0.0001829741],"domain_scores_gemma":[0.9944983,0.001306818,0.0003224086,0.001326094,0.001978484,0.0005677511],"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":[0.000223018,0.0005314561,0.00656648,0.0005347285,0.00003309462,0.0003191598,0.0008718719,0.0007578004,0.01578704,0.001729027,0.2945787,0.6780676],"study_design_scores_gemma":[0.000189536,0.0005238649,0.01387061,0.0005993037,0.0001028655,0.001359571,0.0008118073,0.01104537,0.03209421,0.004049149,0.9350252,0.0003284938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04009314,0.001290341,0.601963,0.01159463,0.002294992,0.005816434,0.01352725,0.2051901,0.11823],"genre_scores_gemma":[0.07129989,0.001156552,0.7951351,0.003940617,0.0004132965,0.003343019,0.008468124,0.009305038,0.1069383],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04387618,"threshold_uncertainty_score":0.1467804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963611369668137,"score_gpt":0.2148514143535577,"score_spread":0.1852153006568764,"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."}}