{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004869214,0.00003824903,0.00005177714,0.00004505373,0.0001136076,0.0006989362,0.0001155216,0.0000308428,0.0007066517],"category_scores_gemma":[0.00008743916,0.00002988359,0.0000681935,0.00011159,0.00006185829,0.0002874359,0.00001501893,0.0001838017,0.0002826027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005452949,"about_ca_system_score_gemma":0.0001828332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001604999,"about_ca_topic_score_gemma":0.00006930222,"domain_scores_codex":[0.9993378,0.00002368232,0.00009110043,0.00006365866,0.0002804676,0.0002032871],"domain_scores_gemma":[0.9997312,0.00004366847,0.00001777317,0.00003323546,0.00002721777,0.0001468787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002889097,0.000005512495,0.0001064019,0.000003740037,0.00001403274,0.0001018829,0.008206167,0.000001372273,0.000103197,0.01672443,0.0175586,0.9571718],"study_design_scores_gemma":[0.00004243511,0.00001344508,0.0001702963,0.00005422611,0.000006872438,0.00002896682,0.001302809,0.00001182208,0.0000543799,0.001177647,0.9970917,0.0000454146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0255014,0.001139477,0.0002434505,0.004412242,0.005189247,0.00003028393,0.00000172192,0.00005923251,0.963423],"genre_scores_gemma":[0.7722303,0.0002621622,0.00007407605,0.0003594193,0.002031529,6.132022e-7,2.609379e-7,0.000006149192,0.2250355],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9795331,"threshold_uncertainty_score":0.773734,"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."}}