{"id":"W4390447522","doi":"10.1002/lob.10624","title":"Communicating Science Through Press Releases to News Media: The Case Study of What Is Controlling the Fabled Water Clarity of Lake Tahoe","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"U.S. Geological Survey","keywords":"Library science; Limnology; CLARITY; Environmental ethics; Oceanography; Philosophy; Geology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007593216,0.0001129671,0.0002000892,0.00004116605,0.0006994421,0.00005212787,0.0005603116,0.00006232646,0.001320559],"category_scores_gemma":[0.00008380909,0.00005937721,0.00005839212,0.0005593493,0.001651423,0.0001001986,0.0007247341,0.0001875621,0.00003452165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001040423,"about_ca_system_score_gemma":0.000003330093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293242,"about_ca_topic_score_gemma":0.00328249,"domain_scores_codex":[0.998751,0.0002010457,0.0002761032,0.0002513637,0.0002062455,0.0003142158],"domain_scores_gemma":[0.998877,0.0004086497,0.0001037284,0.0005309596,0.00003312551,0.00004652127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005889137,0.001902429,0.6761228,0.00009737106,0.0003229654,0.0002773986,0.2716083,0.0003559681,0.009887026,0.00283603,0.02699974,0.009001045],"study_design_scores_gemma":[0.002304577,0.0007606483,0.1266567,0.00005658065,0.0001541751,0.0001679774,0.7538754,0.0001335565,0.01069631,0.000479428,0.1043451,0.0003695172],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903272,0.0003435652,0.00000511011,0.008236777,0.00008995566,0.0004064716,0.00002783924,0.00002785005,0.0005351737],"genre_scores_gemma":[0.9978102,0.001128923,0.0000265415,0.0009690065,0.000008357409,0.0000286069,0.000005353491,0.000004909036,0.00001805565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5494661,"threshold_uncertainty_score":0.9995924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501476205219708,"score_gpt":0.2706145680558836,"score_spread":0.2355998060036865,"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."}}