{"id":"W4285042802","doi":"10.7146/ageculturehumanities.v6i.133345","title":"Functionality","year":2022,"lang":"en","type":"article","venue":"Age Culture Humanities An Interdisciplinary Journal","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00144949,0.001730335,0.0005361828,0.001654669,0.001308261,0.003733539,0.001972401,0.001166589,0.1583405],"category_scores_gemma":[0.005472118,0.0004774373,0.001250215,0.000751064,0.0008295303,0.005422554,0.00581389,0.001560766,0.1089304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007167172,"about_ca_system_score_gemma":0.00136042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776624,"about_ca_topic_score_gemma":0.002261593,"domain_scores_codex":[0.9987488,0.000181961,0.00008044909,0.0002459079,0.0004827825,0.0002600909],"domain_scores_gemma":[0.9977362,0.0003861125,0.0000595338,0.0009964718,0.0006381726,0.0001833567],"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":[0.0004949513,0.000263797,0.007168113,0.000836381,0.00006624592,0.000396495,0.002355199,0.0008927145,0.01226719,0.1502052,0.5200913,0.3049625],"study_design_scores_gemma":[0.00004371225,0.00009040534,0.001997242,0.0002105115,0.00004610606,0.0004358972,0.0005427138,0.002394788,0.01250938,0.03101276,0.9506404,0.00007612545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02157359,0.0005385887,0.1529324,0.002142627,0.001410089,0.0009367765,0.01903314,0.1368275,0.6646053],"genre_scores_gemma":[0.2247588,0.0007188939,0.06238866,0.002950398,0.0004092883,0.001610309,0.04793372,0.03665404,0.6225759],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8416595,"threshold_uncertainty_score":0.5297018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654693291201735,"score_gpt":0.328132766306445,"score_spread":0.2715858333944277,"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."}}