{"id":"W4380675311","doi":"10.5194/sp-2023-3","title":"Social Considerations and Best Practices for Engaging Publics on Ocean Alkalinity Enhancement","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Prince Albert II of Monaco Foundation; ClimateWorks Foundation; Pacific Institute for Climate Solutions","keywords":"Public engagement; Public relations; Publics; Perception; Field (mathematics); Alkalinity; Scale (ratio); Sociology; Political science; Psychology; Geography; Politics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009998498,0.0001744415,0.0001990823,0.0001348259,0.0007449316,0.0005171057,0.0001019286,0.0001505265,0.0005845847],"category_scores_gemma":[0.001353128,0.0001377776,0.0000647575,0.00006205446,0.00009293693,0.0001291198,0.00003920217,0.0003243667,0.00009463804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005173853,"about_ca_system_score_gemma":0.0001828738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000836909,"about_ca_topic_score_gemma":0.001118415,"domain_scores_codex":[0.998704,0.0002067433,0.0002485762,0.000425413,0.0002089688,0.0002063336],"domain_scores_gemma":[0.9965999,0.002672415,0.0003737872,0.0001639942,0.0001030435,0.00008692883],"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":[0.001403229,0.001446587,0.07162847,0.003785481,0.001754702,0.00007331383,0.01394044,0.0100798,0.0003161815,0.07158849,0.6017123,0.222271],"study_design_scores_gemma":[0.003907164,0.003417075,0.1885684,0.0006162333,0.00101366,0.00004081974,0.01418292,0.1884201,0.004372433,0.1861566,0.4047019,0.004602788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893014,0.0004989724,0.002515263,0.06568182,0.002859902,0.003091245,0.001431074,0.000443278,0.03046442],"genre_scores_gemma":[0.9909603,0.0002221998,0.001738616,0.0006729127,0.0004240554,0.000007177253,0.0006013505,0.000007633009,0.005365772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2176682,"threshold_uncertainty_score":0.6400793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2195938062149061,"score_gpt":0.3734054499082105,"score_spread":0.1538116436933044,"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."}}