{"id":"W4411426113","doi":"10.1177/27550311251341476","title":"Replicating and extending the political affiliation model of hireability ratings: Suspicion, an enhanced outcome space, and causal chain analyses","year":2025,"lang":"en","type":"article","venue":"Journal of Management Scientific Reports","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hostility; Psychology; Social psychology; Politics; Constructive; Causal chain; Test (biology); Disposition; Similarity (geometry); Computer science; Political science; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.008680911,0.00007226536,0.0001988545,0.0001913059,0.0007460602,0.0002073038,0.0001462704,0.00003765923,0.000008720339],"category_scores_gemma":[0.000796889,0.00005432192,0.00006239585,0.0003622118,0.0004527712,0.0003925969,0.0001334191,0.0001005365,7.858252e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009186292,"about_ca_system_score_gemma":0.00007966894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002202727,"about_ca_topic_score_gemma":0.0001144211,"domain_scores_codex":[0.9980343,0.000251409,0.0006824153,0.0002750168,0.0005567279,0.0002001159],"domain_scores_gemma":[0.9984858,0.00009911101,0.0007274666,0.000300645,0.0002901347,0.00009684879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000686587,0.0004427381,0.4858501,0.0004694994,0.0002569134,0.00004716853,0.02102474,0.002546634,0.01252544,0.4625342,0.001500685,0.01273321],"study_design_scores_gemma":[0.000937613,0.0001788249,0.420792,0.0003463282,0.0009249079,0.00002444381,0.2420481,0.01935441,0.01400968,0.2995878,0.001276122,0.0005198897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790969,0.00005237565,0.01141038,0.002942357,0.000381745,0.0002079812,0.000001044203,0.000009250255,0.005897967],"genre_scores_gemma":[0.9975205,0.000017469,0.001527105,0.00007495962,0.00002569281,0.000001269504,9.965961e-7,0.000001736023,0.0008302465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2210233,"threshold_uncertainty_score":0.5738167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133693865204521,"score_gpt":0.4014062368336839,"score_spread":0.2677123716291629,"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."}}