{"id":"W4391541768","doi":"10.1080/28346955.2024.2308864","title":"“Communication Hesitant”: An Introduction","year":2024,"lang":"en","type":"article","venue":"Communication and Race","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005503895,0.00014334,0.000136891,0.000132413,0.0007867137,0.001034627,0.0006264102,0.00005499063,0.001287722],"category_scores_gemma":[0.00002944666,0.0001243814,0.00004165842,0.00008836412,0.0005096166,0.001356325,0.0001498366,0.0003238262,0.0001460353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000402836,"about_ca_system_score_gemma":0.00003744189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483776,"about_ca_topic_score_gemma":0.0008467463,"domain_scores_codex":[0.998858,0.0003805635,0.0002688196,0.0002217024,0.0001341989,0.0001366765],"domain_scores_gemma":[0.9977008,0.0001738342,0.00007657377,0.001849234,0.0001357827,0.00006384065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009730042,0.0000649572,0.00001399522,0.00002908747,0.00002638487,3.973782e-7,0.05313218,0.000003535592,0.0002232651,0.9226902,0.009507734,0.01429855],"study_design_scores_gemma":[0.0001330478,0.00004282956,0.0003100637,0.00006334711,0.00004012085,0.00001506693,0.03416039,0.001534222,0.0001069915,0.01704631,0.9463304,0.0002171906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3282408,0.129079,0.000661356,0.1533199,0.001056111,0.0009032285,0.00005554751,0.002494405,0.3841896],"genre_scores_gemma":[0.9836698,0.005407253,0.001251402,0.0002120601,0.0003115266,0.0000480223,0.0002784434,0.00002920147,0.008792309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9368227,"threshold_uncertainty_score":0.9996253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408359360938399,"score_gpt":0.3034952469598873,"score_spread":0.2694116533505033,"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."}}