{"id":"W6893171092","doi":"10.5281/zenodo.14752069","title":"The Pires Law","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Statement (logic); Process (computing); Sustainability; Sociology of scientific knowledge","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02140095,0.001053348,0.001675899,0.001875811,0.005116605,0.01375354,0.004179223,0.0144559,0.01706291],"category_scores_gemma":[0.04305287,0.001163454,0.001954523,0.001685536,0.01973429,0.01196177,0.007204947,0.01615639,0.01208599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004459943,"about_ca_system_score_gemma":0.01450163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00674278,"about_ca_topic_score_gemma":0.003173762,"domain_scores_codex":[0.9678647,0.006519132,0.002805612,0.005484892,0.01497212,0.002353569],"domain_scores_gemma":[0.9802904,0.007960846,0.001232429,0.004625968,0.005234184,0.0006561917],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003265402,0.000007689435,0.00003955218,0.00002302302,0.000002588411,0.00002935327,0.0001092212,0.00013863,0.00002969316,0.9898081,0.007310584,0.002498285],"study_design_scores_gemma":[0.00001974091,0.00001879552,0.0001304317,0.000251565,0.00001082422,0.0001439054,0.00010176,0.0007469655,0.0002207027,0.6980549,0.3002737,0.00002671484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003269217,0.00217095,0.09700298,0.04140608,0.001902204,0.0005514771,0.0009361865,0.000400844,0.8523601],"genre_scores_gemma":[0.3982868,0.007041193,0.157594,0.07690693,0.00704732,0.005317573,0.002544777,0.0009049667,0.3443563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9785991,"threshold_uncertainty_score":0.1131803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09811144014051501,"score_gpt":0.3660006291506761,"score_spread":0.2678891890101611,"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."}}