{"id":"W4402216533","doi":"10.7202/1110369ar","title":"Peter Vickers, \"Identifying Future-Proof Science\"","year":2024,"lang":"en","type":"article","venue":"Philosophy in Review","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Epistemology; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009569974,0.0002279606,0.0006459085,0.001042594,0.0002024082,0.001130456,0.001605632,0.00004714592,0.001318441],"category_scores_gemma":[0.001623001,0.0001483745,0.0003274494,0.005715425,0.00018424,0.000941828,0.0004347699,0.0002938319,0.003308842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120179,"about_ca_system_score_gemma":0.0001999263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005843651,"about_ca_topic_score_gemma":0.000008906845,"domain_scores_codex":[0.9939269,0.0002176587,0.00147126,0.001105315,0.002866877,0.0004119184],"domain_scores_gemma":[0.9975187,0.0006731141,0.0001793808,0.001155532,0.0003047124,0.000168553],"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":[0.000009020286,0.00006974402,0.002136922,0.003087326,0.00002140719,0.0004252608,0.000544832,0.00001456265,0.0003790256,0.4360111,0.09229529,0.4650055],"study_design_scores_gemma":[0.00008412335,0.00001934157,0.00125778,0.008694214,0.00001055301,0.00008716054,0.00004217862,0.0005093834,0.00001338642,0.3445986,0.6444363,0.0002469695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001342383,0.8845614,0.001885762,0.009220815,0.005898129,0.0008495568,0.000009984875,0.0001246963,0.09610728],"genre_scores_gemma":[0.9876235,0.006052818,0.001174335,0.002599035,0.001576795,0.00006194713,0.000001035968,0.00002973296,0.000880846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9862811,"threshold_uncertainty_score":0.9999065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2633857852046742,"score_gpt":0.4694046932432103,"score_spread":0.2060189080385361,"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."}}