{"id":"W4394599005","doi":"10.7202/1110548ar","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Performance Matters","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003159084,0.0008068625,0.0005032466,0.001516296,0.002731343,0.009080213,0.001830851,0.004362461,0.577092],"category_scores_gemma":[0.01250483,0.0003399758,0.0007675992,0.001313823,0.001457933,0.003309782,0.002954915,0.004515971,0.4585871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002898518,"about_ca_system_score_gemma":0.005887754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0050239,"about_ca_topic_score_gemma":0.006486195,"domain_scores_codex":[0.9966387,0.0004444113,0.00009021842,0.0005473013,0.001753028,0.0005263982],"domain_scores_gemma":[0.9919208,0.00110503,0.0002929324,0.001058433,0.003896683,0.00172608],"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":[0.00001669689,0.0000168374,0.0001362281,0.00005005991,0.000001304948,0.00002012483,0.00005498655,0.00001966687,0.0001362017,0.02484795,0.9417456,0.03295423],"study_design_scores_gemma":[0.000003308408,0.000005767876,0.0002654171,0.0000399062,9.572141e-7,0.00001809341,0.00006905057,0.00001584174,0.00006986585,0.002694039,0.9968141,0.000003592497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006087134,0.00135364,0.001839944,0.06328043,0.02361537,0.0001232374,0.002349644,0.0008363746,0.9059928],"genre_scores_gemma":[0.004614852,0.0007638839,0.0007906413,0.02474063,0.005286631,0.0001008697,0.001281976,0.0002228852,0.9621977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.422908,"threshold_uncertainty_score":0.6032269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006745248112620087,"score_gpt":0.2254687350607913,"score_spread":0.2187234869481712,"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."}}