{"id":"W3194794195","doi":"","title":"Fast Forward: changing attitudes and experiences for women in photography (Impact)","year":2020,"lang":"en","type":"article","venue":"UCA Research Online (University for the Creative Arts)","topic":"Photography and Visual Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photography; Club; Disadvantage; Representation (politics); Portrait; Work (physics); Gender bias; Sociology; Visual arts; Political science; Art; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000554468,0.0001304074,0.0001976111,0.0003526675,0.001335366,0.000137174,0.0003001608,0.00003729502,0.0003549834],"category_scores_gemma":[0.0001098758,0.00009367082,0.0001574416,0.0003691477,0.0007209334,0.0003939442,0.0001330129,0.0002037076,0.000001855524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000583482,"about_ca_system_score_gemma":0.00004413287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003599614,"about_ca_topic_score_gemma":0.001511121,"domain_scores_codex":[0.9987866,0.00007280708,0.00008061813,0.0002779957,0.0001967858,0.0005851936],"domain_scores_gemma":[0.9990084,0.0004452951,0.0000386239,0.0001010963,0.0002225336,0.0001840877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001173345,0.0002031656,0.0008678857,0.0001313023,0.0002007607,0.000004746689,0.9589233,0.000007042754,0.0002839555,0.03399114,0.002608061,0.001605239],"study_design_scores_gemma":[0.0008707504,0.0009141208,0.0008866449,0.0000352589,0.00001151577,3.639427e-7,0.8784962,0.002173872,0.0001190693,0.0007151729,0.1156394,0.0001376384],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943966,0.000179286,0.0001826093,0.001845629,0.00003012659,0.001033361,0.0006572509,0.00003202853,0.001643098],"genre_scores_gemma":[0.9970856,0.00009902983,0.00008132157,0.000138594,0.0002168045,0.0000748429,0.00004459303,0.00001083563,0.002248422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1130314,"threshold_uncertainty_score":0.9999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487702400542266,"score_gpt":0.3726510687177749,"score_spread":0.2238808286635483,"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."}}