{"id":"W7115555787","doi":"10.1108/978-1-61735-220-1","title":"Interdisciplinarity for the Twenty-First Century","year":2010,"lang":"en","type":"book","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arts; Human science; Cover (algebra); Interdisciplinarity; Transdisciplinarity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00408855,0.0003444682,0.0004584928,0.0003290572,0.001369545,0.001291642,0.003017034,0.0005148268,0.004470943],"category_scores_gemma":[0.001325213,0.0001714907,0.0005243689,0.0003458007,0.0003881002,0.0003297134,0.001634556,0.001062969,0.001758586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869765,"about_ca_system_score_gemma":0.0009052722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004847907,"about_ca_topic_score_gemma":0.006901532,"domain_scores_codex":[0.9955065,0.00008375045,0.00084246,0.0008513625,0.002202419,0.0005135392],"domain_scores_gemma":[0.9913558,0.004642274,0.0003843646,0.001708739,0.001714929,0.0001938608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001771436,0.00003327372,0.00001256861,0.00001253198,0.00004075155,0.000003211502,0.0003601782,0.00000535875,0.000007413747,0.04512567,0.9392818,0.01494014],"study_design_scores_gemma":[0.0002034539,0.0001796938,0.00007940118,0.00002325526,0.00002249942,0.000004797618,0.0006948081,0.001358269,0.00002009791,0.1735124,0.8237052,0.0001961063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003973939,0.0004013767,0.01651984,0.02308806,0.005015863,0.002054363,0.0003665986,0.00006906601,0.9524451],"genre_scores_gemma":[0.002634945,0.00003513493,0.0003327885,0.0002249178,0.002062213,0.000238006,0.0001005399,0.00003849098,0.994333],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1283868,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07618646171672105,"score_gpt":0.4082371254683017,"score_spread":0.3320506637515806,"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."}}