{"id":"W2227173888","doi":"10.1002/j.1551-8701.2007.tb02742.x","title":"What to Do With Unavoidable Dead Ends","year":2007,"lang":"en","type":"article","venue":"Opflow","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mains electricity; Dead end; Foundation (evidence); Engineering; Turbidity; Civil engineering; Environmental planning; Operations management; Environmental science; Political science; Law; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01771295,0.001026523,0.0009797333,0.001241635,0.005970106,0.01113003,0.004571186,0.008507682,0.0236347],"category_scores_gemma":[0.06743577,0.0005221848,0.001176472,0.0009219398,0.01852733,0.02803314,0.005884602,0.007330765,0.006676934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002899712,"about_ca_system_score_gemma":0.006923045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002583947,"about_ca_topic_score_gemma":0.004014238,"domain_scores_codex":[0.9828524,0.006535608,0.0009131707,0.002085596,0.005419046,0.002194207],"domain_scores_gemma":[0.9577174,0.02173576,0.003557311,0.005570823,0.008537645,0.002881188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001609282,0.0002339975,0.00706575,0.002306421,0.0001417174,0.001770588,0.005080448,0.002197405,0.0008889895,0.6082649,0.09730767,0.2745813],"study_design_scores_gemma":[0.00001693189,0.00008449861,0.0008755613,0.001884625,0.00004356832,0.001680951,0.008588685,0.0005607248,0.001149753,0.6672431,0.3178127,0.00005892354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02722714,0.04512193,0.1415671,0.4603424,0.01670894,0.0003258444,0.0004362983,0.0007032307,0.3075671],"genre_scores_gemma":[0.6225639,0.05546282,0.09468249,0.113016,0.01046756,0.0007634215,0.0005704762,0.001171295,0.1013021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0236347,"threshold_uncertainty_score":0.09367615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00631926400646666,"score_gpt":0.2151443162684107,"score_spread":0.208825052261944,"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."}}