{"id":"W4415388318","doi":"10.1007/978-3-032-04653-6_6","title":"Transdisciplinary Methodology Extracted from Fundamental Texts","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Francophone University Association","funders":"","keywords":"Transdisciplinarity; Reflexivity; Normative; Context (archaeology); Charter; Argument (complex analysis); Field (mathematics)","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":[0.001778272,0.000807357,0.0005120385,0.01327684,0.001642611,0.004633818,0.001021295,0.001086827,0.02176786],"category_scores_gemma":[0.007829505,0.0004180205,0.0008307573,0.0121546,0.001295819,0.005347807,0.00246861,0.001568135,0.0124138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405157,"about_ca_system_score_gemma":0.003100198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121318,"about_ca_topic_score_gemma":0.002909398,"domain_scores_codex":[0.9982862,0.0004646367,0.0002646864,0.0003230491,0.0005856379,0.00007580182],"domain_scores_gemma":[0.9960247,0.002127286,0.0002084706,0.0005794347,0.0009326499,0.0001274015],"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":[0.0001108946,0.000100888,0.002136235,0.002275892,0.00007177669,0.0007174532,0.008851881,0.001009743,0.01256185,0.3497844,0.04569907,0.5766799],"study_design_scores_gemma":[0.00001768715,0.00003372468,0.00255311,0.0007751767,0.00006705424,0.000805642,0.00316009,0.004919721,0.008132363,0.1200772,0.8594278,0.00003043458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02923321,0.004388371,0.7212322,0.002448561,0.001074549,0.000738053,0.01442841,0.002828868,0.2236277],"genre_scores_gemma":[0.1688131,0.005948639,0.6852623,0.0004913493,0.0007445299,0.001071395,0.04396238,0.002161832,0.09154446],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02176786,"threshold_uncertainty_score":0.07282072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07998486960691191,"score_gpt":0.310047820832349,"score_spread":0.2300629512254371,"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."}}