{"id":"W2594815121","doi":"","title":"Novel Applications of Photodegradation in Pollution Remediation","year":2016,"lang":"en","type":"article","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Mindset; Skepticism; Photodegradation; Task (project management); Epistemology; Computer science; Engineering ethics; Environmental ethics; Engineering; Philosophy; Chemistry","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":[0.001807596,0.000773915,0.0007447951,0.0009003647,0.0007828675,0.001652288,0.0007878052,0.001612061,0.0060148],"category_scores_gemma":[0.001382638,0.0002850474,0.001197171,0.0005963055,0.0009915367,0.002262332,0.001018223,0.002262976,0.002869661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085881,"about_ca_system_score_gemma":0.001066585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006190339,"about_ca_topic_score_gemma":0.001587086,"domain_scores_codex":[0.9991276,0.0001795566,0.00006054226,0.0001817638,0.0003625925,0.00008808728],"domain_scores_gemma":[0.9993576,0.0001461263,0.00005070732,0.00003086278,0.0003773646,0.00003721009],"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":[0.0003363993,0.000207696,0.0006322754,0.01398273,0.0002345775,0.001279234,0.0006230811,0.0008867705,0.2483635,0.04911323,0.1767565,0.507584],"study_design_scores_gemma":[0.00002259599,0.0003089564,0.0005226955,0.0004903488,0.0001041398,0.001110382,0.0001999641,0.00036022,0.09227147,0.007533691,0.8970334,0.00004212706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007835991,0.8618996,0.02779244,0.03378247,0.04468425,0.0002297232,0.0001777634,0.0002520876,0.02334574],"genre_scores_gemma":[0.06232173,0.8455456,0.01980912,0.01133705,0.009852416,0.0002081047,0.0002038718,0.0001037905,0.05061829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0060148,"threshold_uncertainty_score":0.02012151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675112951178666,"score_gpt":0.2434758697671796,"score_spread":0.2267247402553929,"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."}}