{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002618973,0.0002261683,0.0001567705,0.001907719,0.0003916798,0.001041393,0.0002564924,0.0003999336,0.05053392],"category_scores_gemma":[0.0007651373,0.00008977175,0.0003173781,0.004141889,0.0001689634,0.0006302212,0.0007032235,0.0005212176,0.00632234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00066627,"about_ca_system_score_gemma":0.0007660252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05423429,"about_ca_topic_score_gemma":0.06305251,"domain_scores_codex":[0.9997409,0.00003230015,0.000009735813,0.00004790225,0.00007306652,0.00009609453],"domain_scores_gemma":[0.9993098,0.0001220586,0.0001399604,0.00003735786,0.0002667724,0.0001241644],"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":[0.0001560649,0.0002585399,0.3616226,0.0004937373,0.0001361446,0.0001535058,0.0009947256,0.0004724041,0.0004916521,0.01167521,0.5264323,0.0971131],"study_design_scores_gemma":[0.00001021577,0.00005692926,0.7949483,0.000142549,0.00002625504,0.00005709199,0.001237712,0.0001632681,0.0001918847,0.0004144958,0.2027418,0.000009441877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3817929,0.0124878,0.0009598652,0.01812494,0.0009903979,0.0002369431,0.2058632,0.0001645111,0.3793794],"genre_scores_gemma":[0.5236834,0.01532989,0.0006217515,0.003616016,0.00106097,0.000476383,0.1351426,0.00006995392,0.319999],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05423429,"threshold_uncertainty_score":0.1690528,"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."}}