{"id":"W4396770771","doi":"10.21203/rs.3.rs-4345629/v1","title":"Climate change concern and discourse among nature lovers","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Climate change; Political science; Geology","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00279523,0.0001675116,0.0002098685,0.0002972179,0.0007612721,0.0006604239,0.0005602951,0.0007803895,0.001032076],"category_scores_gemma":[0.000288865,0.0001583959,0.0001040558,0.000370533,0.001288791,0.0001386115,0.002791582,0.003280369,0.0003108492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003675679,"about_ca_system_score_gemma":0.0001640612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005091754,"about_ca_topic_score_gemma":0.01895926,"domain_scores_codex":[0.9968062,0.0009262533,0.000169338,0.0004851673,0.0009994317,0.0006135865],"domain_scores_gemma":[0.9984688,0.0003040005,0.00006076856,0.0005944941,0.0003099288,0.0002620366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001103134,0.0002177088,0.04981293,0.00579206,0.00009790716,0.00009640321,0.5125894,0.000003274298,0.00005446666,0.1722291,0.02529348,0.233703],"study_design_scores_gemma":[0.0006263121,0.0001736396,0.1320748,0.01169908,0.0001010784,0.000002671224,0.4085601,0.001609109,0.00001434779,0.04583824,0.3979125,0.001388193],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7349964,0.01868875,9.56726e-7,0.04039049,0.001314498,0.002453904,0.0008252724,0.0003226744,0.201007],"genre_scores_gemma":[0.8761077,0.1207797,0.00001501569,0.0000908396,0.001080976,0.0002385889,0.0002223998,0.00003180606,0.001432954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.372619,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6166565991026475,"score_gpt":0.6064455434150715,"score_spread":0.01021105568757597,"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."}}