{"id":"W4389213406","doi":"10.1139/facets-2023-0006","title":"Do environmental researchers from marginalized groups experience greater interference? Understanding scientists' perceptions","year":2023,"lang":"en","type":"article","venue":"FACETS","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada; Dalhousie University","keywords":"Representativeness heuristic; Perception; Identity (music); Misrepresentation; Race (biology); Social psychology; Social identity theory; Public relations; Psychology; Sociology; Political science; Social group; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005344067,0.00008725658,0.00009237912,0.0001462293,0.001077972,0.0002598514,0.0004201953,0.00007837099,0.02385179],"category_scores_gemma":[0.00006942333,0.00008892673,0.00005326928,0.0003822501,0.0006369944,0.0002682156,0.0002055568,0.000141831,0.002128746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005744296,"about_ca_system_score_gemma":0.00002558968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008254711,"about_ca_topic_score_gemma":0.001276762,"domain_scores_codex":[0.998534,0.0003079383,0.0001331652,0.0002661916,0.000413189,0.0003454759],"domain_scores_gemma":[0.9993886,0.0001020759,0.00003690165,0.0003072835,0.00001290858,0.000152258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004442427,0.0000667702,0.08293087,0.000006022496,0.00001630907,0.00000749398,0.8832551,0.000004565811,0.0188355,0.002517359,0.006644982,0.005670585],"study_design_scores_gemma":[0.0004917236,0.0000301345,0.1915715,0.00007795075,0.000008227887,8.629413e-7,0.772608,0.0003400142,0.00004830501,0.003479646,0.0310652,0.0002784929],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776066,0.00004182959,0.0003655995,0.002030521,0.0002878353,0.0001919778,0.00007654869,0.0001594318,0.01923968],"genre_scores_gemma":[0.9937783,0.001997549,0.00008888458,0.0000723253,0.00007336539,0.00004540627,0.0001445654,0.00001003017,0.003789601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106472,"threshold_uncertainty_score":0.9986482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7402618435715951,"score_gpt":0.4916561044907008,"score_spread":0.2486057390808943,"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."}}