{"id":"W4408952099","doi":"10.33137/pbsc.v61i1.43638","title":"Institutional Intermediality","year":2025,"lang":"en","type":"article","venue":"Papers of The Bibliographical Society of Canada","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004483071,0.00004279266,0.0001094417,0.00009976254,0.0005014812,0.000005915359,0.0005166627,0.00005091786,0.00003697618],"category_scores_gemma":[0.0002021974,0.00003119938,0.0002203172,0.004356985,0.001226811,0.00002475241,0.000130751,0.0001059707,2.720611e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005147803,"about_ca_system_score_gemma":0.001043223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6327731,"about_ca_topic_score_gemma":0.811957,"domain_scores_codex":[0.9991008,0.00009507791,0.0001651711,0.00006831794,0.0004455582,0.0001250966],"domain_scores_gemma":[0.9993319,0.000230407,0.00008252409,0.0001986265,0.0001148531,0.00004167361],"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":[0.00002498804,0.0001063609,0.143112,0.0001196001,0.0003929037,1.141101e-7,0.002843385,0.00001744211,0.0006352681,0.3620698,0.4808562,0.009821874],"study_design_scores_gemma":[0.0001943134,0.000006707243,0.2787171,0.00007312378,0.0000298379,4.609316e-8,0.004849651,0.00001895707,0.0001674946,0.005521626,0.7103551,0.0000660426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.297127,0.002962338,0.00006120332,0.2728477,0.002016043,0.0004777436,0.00004732348,0.00002783045,0.4244329],"genre_scores_gemma":[0.9959075,0.002474517,0.0001162081,0.001265085,0.00002411307,0.00000569941,7.857125e-7,9.82115e-7,0.0002051326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6987805,"threshold_uncertainty_score":0.4520235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092106293492081,"score_gpt":0.2648682847978282,"score_spread":0.2539472218629074,"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."}}