{"id":"W4416144333","doi":"10.1007/978-3-032-00102-3_102","title":"McNulty Curves—An Update and New Perspectives","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Mining Techniques and Economics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Merck Canada Inc. (Canada); Hatch (Canada)","funders":"","keywords":"Prioritization; Process (computing); Contradiction; Quality (philosophy); Success factors; Process plant","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":[],"consensus_categories":[],"category_scores_codex":[0.00342105,0.001305105,0.001503,0.007554459,0.001363794,0.006759358,0.003668732,0.002605602,0.03658761],"category_scores_gemma":[0.0187296,0.0007175683,0.000719422,0.01665644,0.004605941,0.01644886,0.00250245,0.004804006,0.01514554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004934517,"about_ca_system_score_gemma":0.003542685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007740455,"about_ca_topic_score_gemma":0.008875569,"domain_scores_codex":[0.9979283,0.0003893077,0.0001268444,0.0002634572,0.00121011,0.00008209483],"domain_scores_gemma":[0.9909676,0.004952766,0.000266908,0.0008556073,0.002650063,0.0003071342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002042727,0.00002297511,0.0001812519,0.0003750812,0.000009987277,0.00003730622,0.0001338117,0.00114108,0.0000593617,0.3322318,0.2877996,0.3779872],"study_design_scores_gemma":[0.000002189451,0.000007029827,0.0001542695,0.0002935604,0.000004376282,0.0001655386,0.00004465204,0.001131332,0.00007804486,0.1169539,0.8811501,0.00001500024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001643918,0.4972025,0.09914168,0.06192945,0.02181327,0.00006672518,0.001056554,0.0007522113,0.3163937],"genre_scores_gemma":[0.02451433,0.5074061,0.07672193,0.009289195,0.0369029,0.0001468308,0.001137782,0.002395244,0.3414858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03658761,"threshold_uncertainty_score":0.1223977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970965138737449,"score_gpt":0.2187191390246218,"score_spread":0.1990094876372473,"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."}}