{"id":"W6945230599","doi":"10.25416/edgehill.26180305","title":"Consumption and the Industry (Panel 8)","year":2024,"lang":"en","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consumption (sociology); Context (archaeology); Milestone; Revenue; The Internet; Social media; China; Politics; Media consumption","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":[0.0002371283,0.0001927953,0.0002095436,0.0003508242,0.00007341431,0.00002877734,0.0002145443,0.0006711726,0.00248321],"category_scores_gemma":[0.00002253279,0.0001554655,0.00006897463,0.0002244455,0.0007009794,0.00003999481,0.0002416397,0.0009016233,0.01695969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378067,"about_ca_system_score_gemma":0.00004229984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000354453,"about_ca_topic_score_gemma":0.0002044182,"domain_scores_codex":[0.999139,0.000202066,0.00005397403,0.0003236786,0.0001323253,0.0001490041],"domain_scores_gemma":[0.9994453,0.00004764096,0.00009634917,0.0003163027,0.0000160721,0.0000783522],"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":[0.00004760941,0.000009625527,0.0002007167,0.00006938588,0.0001332349,0.00008772703,0.000195977,9.926259e-8,0.000003954594,0.0134541,0.9856324,0.0001652293],"study_design_scores_gemma":[0.0009395924,0.000004027946,0.0003388908,0.0001607241,0.0002773614,0.00001759585,0.0001974503,0.00001371844,0.000001224166,0.0001172657,0.9977509,0.0001812322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008200919,0.002122556,0.000007404044,0.0002241945,0.0005659263,0.0003108177,0.000663139,0.0005301948,0.9947557],"genre_scores_gemma":[0.00264877,0.0001907636,0.00001880362,0.00003898174,0.0002565391,2.210864e-7,0.00003478751,0.0003203753,0.9964908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01447648,"threshold_uncertainty_score":0.9984286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661133747033261,"score_gpt":0.2189698210279636,"score_spread":0.182358483557631,"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."}}