{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01151231,0.0003085518,0.0007035824,0.002864789,0.007316822,0.006646328,0.00104921,0.001516576,0.002866093],"category_scores_gemma":[0.03542506,0.0004371556,0.0005758536,0.001733577,0.008906466,0.002685654,0.007649467,0.002254636,0.0002396325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005490222,"about_ca_system_score_gemma":0.01118196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1325723,"about_ca_topic_score_gemma":0.1826162,"domain_scores_codex":[0.9877043,0.004906551,0.0007027532,0.000548413,0.003505476,0.002632498],"domain_scores_gemma":[0.9642389,0.009838669,0.009776638,0.001314332,0.006165122,0.00866624],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001170183,0.0001126498,0.324927,0.0001523782,0.00007279716,0.0004793871,0.6575109,0.00004570992,0.0009667188,0.001303112,0.001232697,0.01307957],"study_design_scores_gemma":[0.00001211512,0.00008151829,0.1066072,0.0001588863,0.00002774422,0.0002906604,0.8865851,0.00007951184,0.0001757916,0.0007691992,0.00517702,0.00003543237],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922521,0.000567945,0.0001649874,0.003412675,0.00003189794,0.00001819684,0.00003346936,0.000003969734,0.00351472],"genre_scores_gemma":[0.998312,0.0003544439,0.0001049858,0.0008660597,0.0000178117,0.00001393416,0.00002303636,0.000002591177,0.0003051863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9926832,"threshold_uncertainty_score":0.2636013,"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."}}