{"id":"W4381093463","doi":"10.32920/ifmj.v3i2.1730","title":"Caring for Communities through AI Language","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Scholarship; Ideology; Rhetoric; Feminism; Psychology; Social psychology; Computer science; Sociology; Linguistics; Gender studies; Communication; Political science; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005182939,0.00007882804,0.0001354793,0.00008181209,0.0005727232,0.0001190684,0.0001467273,0.00005967337,0.0001647952],"category_scores_gemma":[0.0005261135,0.00006835142,0.00006869928,0.00009535025,0.0001498497,0.0003546552,0.00004111778,0.0003271433,0.00001583426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004424021,"about_ca_system_score_gemma":0.0001443663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005753911,"about_ca_topic_score_gemma":0.002092199,"domain_scores_codex":[0.999178,0.000114687,0.0001358862,0.00007144835,0.0001980788,0.0003018847],"domain_scores_gemma":[0.9986495,0.0009528596,0.00007415254,0.00006230508,0.0001179809,0.0001432088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003199113,0.00001467339,0.001117478,0.000009187526,0.00003756314,0.00002307124,0.9673882,0.000001895637,0.0002202755,0.001021082,0.01914215,0.01099245],"study_design_scores_gemma":[0.0004145143,0.00004262061,0.001930163,0.00007271504,0.00002059276,0.00002417269,0.8618917,0.00003635442,0.000496801,0.003084178,0.1318906,0.00009559845],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638612,0.0005818432,0.0006853432,0.002982738,0.004436592,0.0001958826,0.00004769589,0.00007550949,0.02713319],"genre_scores_gemma":[0.9948068,0.001256933,0.000172079,0.0006142153,0.001294811,0.00001659768,0.00001457668,0.00001055562,0.001813443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127485,"threshold_uncertainty_score":0.4404982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0633685699499009,"score_gpt":0.3874082995281612,"score_spread":0.3240397295782603,"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."}}