{"id":"W4411419444","doi":"10.21825/deuilvanminerva.94064","title":"Max Liboiron en Josh Lepawsky, &lt;em&gt;Discard Studies: Wasting, Systems, and Power&lt;/em&gt; Parels in de modder","year":2024,"lang":"en","type":"article","venue":"De Uil van Minerva","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00492448,0.0005697248,0.0004715261,0.001552429,0.006513041,0.007536512,0.001103925,0.003188734,0.01994501],"category_scores_gemma":[0.008584057,0.0005198714,0.0002748409,0.002342597,0.006021187,0.008466356,0.004120979,0.00480866,0.002143932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004483913,"about_ca_system_score_gemma":0.004622488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03029269,"about_ca_topic_score_gemma":0.09497445,"domain_scores_codex":[0.9978618,0.001126796,0.00008750293,0.000264417,0.0004951676,0.0001642112],"domain_scores_gemma":[0.9954501,0.002279734,0.0004525303,0.0001459628,0.0008798762,0.0007918383],"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":[0.000150169,0.000112828,0.01065883,0.0007168686,0.00003177003,0.0002451157,0.0439246,0.0001629882,0.000391637,0.1179442,0.7327034,0.0929576],"study_design_scores_gemma":[0.00001609378,0.00006523559,0.01454881,0.001786655,0.00002241986,0.0001610942,0.08709097,0.0001765037,0.0003630294,0.03805999,0.8576562,0.0000529459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0208147,0.08676337,0.001618333,0.8211831,0.004785753,0.00006211324,0.0003785601,0.00003933557,0.06435467],"genre_scores_gemma":[0.253855,0.1878124,0.004296856,0.1623843,0.004579343,0.0004148306,0.0004212394,0.0003737617,0.3858622],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03029269,"threshold_uncertainty_score":0.06672275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077840049999743,"score_gpt":0.425690720970276,"score_spread":0.3179067159703017,"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."}}