{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01119057,0.0005672519,0.0004501982,0.002296404,0.01988121,0.01282943,0.001950841,0.004260221,0.009768274],"category_scores_gemma":[0.02460513,0.0003564857,0.0005653945,0.0009542715,0.03465034,0.02270114,0.01909294,0.005165407,0.002033627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004090851,"about_ca_system_score_gemma":0.007318994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002830824,"about_ca_topic_score_gemma":0.004580506,"domain_scores_codex":[0.9865369,0.01029548,0.0002925346,0.0008328172,0.001221865,0.0008204726],"domain_scores_gemma":[0.9787561,0.01275421,0.001866576,0.001468403,0.00166913,0.003485509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003026338,0.00004316844,0.002098578,0.0002474763,0.00001459589,0.0009760483,0.716679,0.0001538749,0.000710601,0.2166444,0.02316974,0.03923222],"study_design_scores_gemma":[0.00001511287,0.00004892644,0.000708191,0.0005648935,0.00001315852,0.0007871445,0.3281833,0.0004142092,0.0004238273,0.1561343,0.51267,0.00003688414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2059178,0.009369751,0.049134,0.2532125,0.0026443,0.0002496318,0.0001087867,0.0005868961,0.4787762],"genre_scores_gemma":[0.9459988,0.002922512,0.009958356,0.01027864,0.0004811204,0.0001698025,0.00005293288,0.0001591036,0.0299787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01988121,"threshold_uncertainty_score":0.05918205,"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."}}