{"id":"W7154826244","doi":"10.59236/emro.v27i12a83","title":"Unloved","year":2025,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silence; Film director; Documentation; Institution; Documentary film","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001314644,0.0002353767,0.0005094099,0.0001444598,0.0004754996,0.0001132022,0.0005133065,0.0001672301,0.009563137],"category_scores_gemma":[0.004414679,0.0001812028,0.0002786337,0.001312219,0.0009744315,0.0002734153,0.00006532056,0.0002619561,0.0009069387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803712,"about_ca_system_score_gemma":0.002353157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005189011,"about_ca_topic_score_gemma":0.002412663,"domain_scores_codex":[0.9968913,0.0007346709,0.001000778,0.0005277099,0.0004945751,0.0003509178],"domain_scores_gemma":[0.9974206,0.001277283,0.0002984112,0.0004510323,0.0003248498,0.0002278411],"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":[0.00001705963,0.003148817,0.004090394,0.0004507925,0.00007165894,2.832355e-7,0.01051861,0.000002743972,0.00003063192,0.5827533,0.1923104,0.2066052],"study_design_scores_gemma":[0.0001962943,0.000009374864,0.0230486,0.0005071518,0.0001081034,2.408823e-7,0.001737387,0.0000305171,0.000005229259,0.1032265,0.8709584,0.0001722048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01307317,0.1185071,0.0001113592,0.7437995,0.02385422,0.002540657,0.000164134,0.00004015356,0.09790973],"genre_scores_gemma":[0.2222011,0.3701528,0.01037763,0.01217522,0.02243299,0.0005666425,0.003032806,0.00005508491,0.3590057],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7316243,"threshold_uncertainty_score":0.999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06461579405616795,"score_gpt":0.4424080555832043,"score_spread":0.3777922615270363,"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."}}