{"id":"W3047218059","doi":"","title":"Lake Danao, San Francisco, Cebu as cleanest and greenest lake: Its development, problems and prospects","year":2013,"lang":"en","type":"article","venue":"SEAFDEC/AQD Repository (Southeast Asian Fisheries Development Center)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental planning","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003126403,0.0006595775,0.0005528776,0.00008856566,0.0009172502,0.0004703218,0.0004186714,0.0002377562,0.001362444],"category_scores_gemma":[0.00002833238,0.0005956534,0.0000540878,0.0002688323,0.0003590121,0.0007536284,0.000527092,0.0003179719,0.0006973498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679501,"about_ca_system_score_gemma":0.0001077581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195411,"about_ca_topic_score_gemma":0.007511508,"domain_scores_codex":[0.9962938,0.0001192866,0.000953803,0.001062083,0.0007026656,0.0008684012],"domain_scores_gemma":[0.9984525,0.00003471267,0.0003735966,0.0004771407,0.00005457482,0.00060746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003386662,0.0001592899,0.9762096,0.0003023179,0.00008932648,0.00006470393,0.01062791,0.00000770848,0.0005277464,0.00006339984,0.001040892,0.01087319],"study_design_scores_gemma":[0.0008856123,0.0001161826,0.8214625,0.0002751548,0.0000201181,0.0005341545,0.001828459,0.000256971,0.0006270705,0.00005871596,0.1730032,0.0009318995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464206,0.0001356398,0.000146582,0.0002835412,0.0005599701,0.001583187,0.00002667145,0.0001865095,0.05065729],"genre_scores_gemma":[0.9869288,0.00001433142,0.004134996,0.0001442995,0.0001079504,0.0002658165,0.0001192172,0.00009298996,0.008191638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1719623,"threshold_uncertainty_score":0.9996495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00705585768835091,"score_gpt":0.173336282245918,"score_spread":0.1662804245575671,"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."}}