{"id":"W4234407405","doi":"10.5204/mcj.2341","title":"Multidisciplinarity or Encroachment","year":2004,"lang":"en","type":"article","venue":"M/C Journal","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Discipline; Enthusiasm; Sociology; Engineering ethics; Library science; Social science; Psychology; Engineering; Computer science; Social psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003146759,0.0001019562,0.0001603932,0.0002429111,0.0007842921,0.0008717246,0.0006896861,0.00005214845,0.001692217],"category_scores_gemma":[0.0007798146,0.00005629283,0.0001079519,0.0007286173,0.00008162328,0.0006607158,0.0002367394,0.0003655412,0.001044738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189429,"about_ca_system_score_gemma":0.0005529182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005136269,"about_ca_topic_score_gemma":0.0002477716,"domain_scores_codex":[0.9969323,0.0001625229,0.0005188661,0.000239341,0.001794238,0.0003527907],"domain_scores_gemma":[0.9984864,0.000154106,0.0001642925,0.000297443,0.0006104036,0.0002873372],"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":[0.01342837,0.00503919,0.05881177,0.00003141634,0.0003715757,0.007722727,0.04725082,0.03246091,0.03479119,0.05972551,0.329225,0.4111415],"study_design_scores_gemma":[0.007976868,0.005317214,0.09175336,0.0001342172,0.00002697379,0.003717794,0.03335555,0.00303593,0.01251218,0.7475356,0.09378411,0.0008501668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277239,0.0001074593,0.03896604,0.01756609,0.001062246,0.0001888871,0.00001038299,0.00002660199,0.01434838],"genre_scores_gemma":[0.9880114,0.00001034438,0.002962953,0.00009644352,0.0005086123,0.000005570049,0.000001017011,0.000006021844,0.008397602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6878101,"threshold_uncertainty_score":0.9997331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2317761245528244,"score_gpt":0.5061278184056633,"score_spread":0.274351693852839,"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."}}