{"id":"W4404730916","doi":"10.5204/mcj.3109","title":"Looking Down Not Up","year":2024,"lang":"en","type":"article","venue":"M/C Journal","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001759818,0.0007585486,0.0005734125,0.0009194639,0.01227788,0.01260816,0.0009937979,0.003909678,0.07079286],"category_scores_gemma":[0.00595222,0.0002790811,0.0004204017,0.001064057,0.0167861,0.01560379,0.008767908,0.01019419,0.02647135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003135127,"about_ca_system_score_gemma":0.002338013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006644757,"about_ca_topic_score_gemma":0.0128554,"domain_scores_codex":[0.9975578,0.0009669789,0.00005660958,0.0004240139,0.000446888,0.0005477235],"domain_scores_gemma":[0.9983879,0.0003683564,0.0001201174,0.0002927856,0.0004089784,0.0004218605],"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":[0.00003769748,0.00003599414,0.000633156,0.000118316,0.00001203636,0.0004988505,0.0535316,0.00004094634,0.0003406813,0.6463735,0.2578594,0.04051775],"study_design_scores_gemma":[0.000001827529,0.000009700952,0.0001770875,0.0001544072,0.000003126572,0.0001521685,0.01249753,0.00002094081,0.00008086175,0.01942515,0.9674693,0.000008008856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00700489,0.008299735,0.003400899,0.08815201,0.01019861,0.00003883825,0.0001462358,0.0001708733,0.8825879],"genre_scores_gemma":[0.1732049,0.006289984,0.001929541,0.05339521,0.002447229,0.00006967153,0.0001877298,0.0007005173,0.7617752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07079286,"threshold_uncertainty_score":0.2368257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449075989892977,"score_gpt":0.3217908304624313,"score_spread":0.2973000705635016,"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."}}