{"id":"W4242840771","doi":"10.3998/mpub.9256315","title":"Finding Voice","year":2017,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Johannesburg; National Research Foundation; McGill University; University of Wisconsin-Madison; Ford Foundation","keywords":"Psychology; Speech recognition; Linguistics; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001559887,0.0001652955,0.0003763036,0.0001378606,0.001116468,0.00005523999,0.001551756,0.0004024093,0.0001345926],"category_scores_gemma":[0.0004821989,0.0002195372,0.0001805403,0.000007594473,0.001786404,0.0001131428,0.0004142796,0.0004773596,0.0000405002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613247,"about_ca_system_score_gemma":0.001543289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004334712,"about_ca_topic_score_gemma":0.01024838,"domain_scores_codex":[0.9978494,0.000590354,0.0001278354,0.0003220527,0.0006770312,0.0004332956],"domain_scores_gemma":[0.9981749,0.0004170613,0.0003885347,0.0005466668,0.0001909904,0.0002818613],"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":[0.0003878223,0.0001221024,0.00009855186,0.0007043184,0.0008715257,0.0005570662,0.2877398,0.000009812951,0.001129641,0.5514975,0.1208699,0.0360121],"study_design_scores_gemma":[0.0002199882,0.0000287008,0.00002841217,0.0002153931,0.00008253937,1.548445e-7,0.000864684,0.000009394398,0.0002727198,0.001917296,0.9961578,0.0002028933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001319211,0.0001257571,0.0001620775,0.00002451236,0.0001939456,0.0003116156,0.00006510672,0.00006001728,0.9977378],"genre_scores_gemma":[0.001478074,0.00008468158,0.000698581,0.00001032625,0.0001728446,2.362167e-7,0.000005553373,0.00001947079,0.9975302],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.875288,"threshold_uncertainty_score":0.8952466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5696396629278907,"score_gpt":0.5380627766827673,"score_spread":0.03157688624512345,"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."}}