{"id":"W4413911613","doi":"10.32920/ifmj.v5i1-2.2390","title":"Howlround","year":2025,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","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":[0.001263564,0.0009839967,0.0004744473,0.001912616,0.002844573,0.006596602,0.001540117,0.002697962,0.5531738],"category_scores_gemma":[0.005527485,0.0005073862,0.0008246888,0.001550671,0.001371463,0.006446924,0.006161814,0.002277278,0.2845509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125087,"about_ca_system_score_gemma":0.001563514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004530958,"about_ca_topic_score_gemma":0.01206172,"domain_scores_codex":[0.998426,0.0002487923,0.00008500166,0.000282224,0.0006988616,0.0002591842],"domain_scores_gemma":[0.9980606,0.0003462112,0.00008000742,0.0004831967,0.0006163582,0.0004136601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001101328,0.00003900134,0.0004363382,0.0002929982,0.00000945088,0.0002947744,0.001277247,0.0001046397,0.001132946,0.02501236,0.831054,0.1402362],"study_design_scores_gemma":[0.000002822158,0.000005369834,0.00009206508,0.00002990264,0.000001228972,0.00007007348,0.0001762311,0.00002922954,0.0001262544,0.000716374,0.9987445,0.00000604306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002117728,0.001417035,0.0130312,0.005365932,0.004923359,0.0002044869,0.00424061,0.009119933,0.9595798],"genre_scores_gemma":[0.01176298,0.000881854,0.005607479,0.002681456,0.0004503837,0.0001198593,0.003250589,0.006080253,0.9691653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5531738,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885321509459983,"score_gpt":0.3712102420432781,"score_spread":0.3523570269486782,"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."}}