{"id":"W4364360193","doi":"10.1017/9781108891042","title":"Reading Bestsellers","year":2023,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Digital Games and Media","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; University of Alberta","funders":"","keywords":"Reading (process); Media studies; Sociology; Social media; Point (geometry); Selection (genetic algorithm); World Wide Web; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002103258,0.0002105012,0.0002862938,0.000169015,0.0002215768,0.0001066091,0.0005975082,0.0003761621,0.000004298601],"category_scores_gemma":[0.00006330666,0.0002681235,0.0002060074,0.0000300456,0.0005026152,0.0001231799,0.0002422183,0.0003241545,0.0001493186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579441,"about_ca_system_score_gemma":0.0008134314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003758387,"about_ca_topic_score_gemma":0.000036805,"domain_scores_codex":[0.9985653,0.00006658832,0.000116718,0.0003804122,0.0004261068,0.0004448305],"domain_scores_gemma":[0.9989905,0.0001621644,0.0001302808,0.0002850912,0.000105749,0.0003262341],"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":[0.00000887872,0.000003511109,8.628654e-7,0.0000268701,0.00004267747,0.0002135212,0.0007336258,4.051257e-7,0.000001318813,0.5272661,0.4644746,0.007227602],"study_design_scores_gemma":[0.000158688,0.00001591178,0.000003647977,0.0001621977,0.00007897118,6.857448e-7,0.000949741,0.000002375518,0.000008523392,0.00001075226,0.9983201,0.0002884105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002877133,0.00002955759,0.0000145136,0.00003745869,0.0009685765,0.0003119353,0.0001321158,0.0004229266,0.9980541],"genre_scores_gemma":[0.00003747223,0.0003286702,0.00001577061,0.00005545656,0.0005016449,6.463935e-7,0.00006037478,0.00004415282,0.9989558],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5338454,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026395580936212,"score_gpt":0.2401375025300273,"score_spread":0.2098735467206652,"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."}}