{"id":"W2592723261","doi":"10.3390/environments4010022","title":"Practice-Based Interdisciplinary Approach and Environmental Research","year":2017,"lang":"en","type":"article","venue":"Environments","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Engineering ethics; Management science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005263362,0.0001538625,0.0001852445,0.0002341395,0.002582736,0.001116468,0.001291032,0.00009736028,0.0003616026],"category_scores_gemma":[0.001124328,0.0001202779,0.0000571851,0.0001002322,0.001080621,0.001384543,0.002921683,0.0004037244,0.0009760248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156462,"about_ca_system_score_gemma":0.0000413401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004539278,"about_ca_topic_score_gemma":0.000006323782,"domain_scores_codex":[0.9951801,0.0006496115,0.0003564504,0.0007518459,0.002604496,0.0004575343],"domain_scores_gemma":[0.9972918,0.0006238677,0.0002216542,0.001590832,0.00002639435,0.0002454249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006243804,0.009015155,0.2480846,0.00005103913,0.0003389546,0.0008911882,0.01462406,0.001161978,0.06814495,0.00564764,0.1171976,0.528599],"study_design_scores_gemma":[0.004349976,0.002018439,0.6106912,0.00005830394,0.00003885439,0.00008933256,0.0524439,0.05136434,0.006456488,0.03649355,0.2349581,0.001037451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8527794,0.0002911925,0.006460656,0.01191156,0.0003223011,0.0008924598,0.00008072493,0.0000197373,0.1272419],"genre_scores_gemma":[0.9866091,0.00001769147,0.001478626,0.00007423417,0.0001390239,0.00006673325,0.00002419077,0.00001683814,0.01157358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5275615,"threshold_uncertainty_score":0.9999205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817675502608179,"score_gpt":0.4975660889335706,"score_spread":0.3157985386727527,"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."}}