{"id":"W4413464585","doi":"10.5751/es-16197-300322","title":"Inclusive transdisciplinarity: embracing diverse ways of being and knowing through inner work","year":2025,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transdisciplinarity; Work (physics); Environmental resource management; Sociology; Knowledge management; Computer science; Engineering; Social science; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003119305,0.0001230324,0.0002612899,0.00002864393,0.0004759479,0.00001085022,0.0000845418,0.0003565885,0.00004688152],"category_scores_gemma":[0.00001195277,0.0001228301,0.00009857808,0.0001856996,0.0003225783,0.00007352674,0.0001040296,0.0003509227,0.000001701229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002883822,"about_ca_system_score_gemma":0.00003125407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003575168,"about_ca_topic_score_gemma":0.00005560986,"domain_scores_codex":[0.9991637,0.00006920064,0.0002039533,0.0002765823,0.00004666094,0.0002398652],"domain_scores_gemma":[0.999385,0.0003470218,0.00006191092,0.0001394155,0.00004342918,0.00002324091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001101058,0.0001300101,0.1104107,0.00009465935,0.0005674557,0.00001682447,0.8200706,0.00002821544,0.0002763564,0.05868873,0.005049687,0.004556676],"study_design_scores_gemma":[0.004091402,0.0002657239,0.4907519,0.0001421631,0.000368773,0.00001408337,0.3375393,0.0005431451,0.00001525016,0.1572967,0.008438858,0.0005327278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986461,0.0007033722,0.003889413,0.002082578,0.0005419079,0.0001487647,0.000004775261,0.00003279695,0.006135419],"genre_scores_gemma":[0.9920643,0.0005242385,0.001186862,0.005596008,0.00006411653,0.00001094505,0.000004791686,0.000008431265,0.0005403378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4825313,"threshold_uncertainty_score":0.5008868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552623215954347,"score_gpt":0.2959867232535686,"score_spread":0.2804604910940251,"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."}}