{"id":"W2015342389","doi":"10.1144/sp305.17","title":"Environmental geoscience; communication challenges","year":2008,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Newfoundland and Labrador","funders":"","keywords":"Earth science; Astrobiology; Environmental science; Data science; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0092889,0.000553151,0.0006391339,0.002521524,0.007477385,0.0151577,0.002128803,0.0103134,0.05414209],"category_scores_gemma":[0.02629866,0.0003227856,0.0003000036,0.004157077,0.01002167,0.01645941,0.007618524,0.006184133,0.007083556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004734667,"about_ca_system_score_gemma":0.006797265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008832907,"about_ca_topic_score_gemma":0.003941386,"domain_scores_codex":[0.9920305,0.004705962,0.0002399923,0.0005628761,0.001522312,0.0009384113],"domain_scores_gemma":[0.9554484,0.03342519,0.001560917,0.001209001,0.00504053,0.003315933],"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":[0.00003178636,0.00007512764,0.001225319,0.0004863754,0.00001434312,0.001224833,0.009158483,0.0009828698,0.000106372,0.4273488,0.4610586,0.09828702],"study_design_scores_gemma":[0.00001223557,0.00001685717,0.0006627808,0.0006172544,0.000005002863,0.001177203,0.02682614,0.0006915746,0.00008108634,0.3325343,0.6373476,0.00002808688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005058066,0.01275677,0.002019852,0.7604524,0.002444796,0.00002531356,0.0002143099,0.00007574052,0.2169528],"genre_scores_gemma":[0.6719996,0.06768571,0.004441595,0.139089,0.01507425,0.0003341282,0.0007413757,0.0002437208,0.1003906],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05414209,"threshold_uncertainty_score":0.1811233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4128778233879827,"score_gpt":0.3820406109227248,"score_spread":0.03083721246525789,"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."}}