{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008011431,0.0001325735,0.0001611265,0.00004870394,0.003514827,0.00008231765,0.0009123465,0.0002500765,0.01020874],"category_scores_gemma":[0.0002386029,0.0001310241,0.0002077235,0.0004190701,0.002124856,0.0004947294,0.0002586633,0.0003006445,0.0006809971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646326,"about_ca_system_score_gemma":0.00009437247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003201917,"about_ca_topic_score_gemma":0.0009823253,"domain_scores_codex":[0.9981301,0.0003647256,0.0002866806,0.0003264124,0.00048589,0.0004061428],"domain_scores_gemma":[0.9986096,0.0002603527,0.0001419206,0.0006659729,0.00009794966,0.0002241919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001910766,0.001591101,0.03756421,0.000008063269,0.00004106771,0.000001030754,0.1337942,0.00001070066,0.0002895801,0.5754244,0.1180369,0.1332196],"study_design_scores_gemma":[0.0001607264,0.00001770895,0.2060744,0.000002219628,0.000005036081,0.000003597022,0.008681893,0.00003759982,0.000001983977,0.002710795,0.7821589,0.0001450838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2742421,0.002516284,0.0004416416,0.1363739,0.000307358,0.0007426188,0.00004995158,0.0006200511,0.5847061],"genre_scores_gemma":[0.7731971,0.2133536,0.002576632,0.001394133,0.001331903,0.0001645398,0.0002408383,0.00001155546,0.007729749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.664122,"threshold_uncertainty_score":0.9977825,"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."}}