{"id":"W36754474","doi":"10.1016/s2542-5196(22)00334-5","title":"Μελέτη περιβαλλοντικών παραμέτρων στη λιμνοθάλασσα της Κλείσοβας","year":2008,"lang":"en","type":"dissertation","venue":"The Lancet Planetary Health","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Raw data; Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0008844997,0.0004689176,0.0009665352,0.00007064427,0.0006999457,0.00005501824,0.00097295,0.0002367566,0.001122853],"category_scores_gemma":[0.00002733364,0.000335025,0.0001816947,0.0003168633,0.0001236433,0.0001149213,0.00007446036,0.0009197793,0.002752329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002292605,"about_ca_system_score_gemma":0.0000935453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02053451,"about_ca_topic_score_gemma":0.002045191,"domain_scores_codex":[0.9964788,0.0004286947,0.0006429378,0.0006722083,0.0008511353,0.0009262203],"domain_scores_gemma":[0.9981096,0.0001309648,0.0004579627,0.001026122,0.00001056559,0.0002647987],"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":[0.0005199824,0.0003069105,0.05844184,0.001001673,0.0004836708,0.0001686009,0.01311446,0.003947108,0.0003302494,0.00008184399,0.8910131,0.03059057],"study_design_scores_gemma":[0.001088415,0.0004199532,0.4076052,0.0004781779,0.0002422924,0.0001032228,0.001440343,0.0005255092,0.0005561236,0.001116251,0.5848174,0.001607079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439524,0.005666441,0.00001274194,0.01668182,0.003112134,0.00100094,0.0005685438,0.0005241128,0.0284809],"genre_scores_gemma":[0.8801531,0.01794034,0.0009904578,0.005296128,0.005833033,0.00008440556,0.02080854,0.0001777102,0.06871632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3491634,"threshold_uncertainty_score":0.9999102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04401233322836574,"score_gpt":0.2975550893734243,"score_spread":0.2535427561450586,"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."}}