{"id":"W2596660068","doi":"","title":"Plans, Projections and Practitioners: Engaging with Communities to Explore Adaptation Strategies for Transportation Infrastructure","year":2015,"lang":"en","type":"article","venue":"2015 AGU Fall Meeting","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Adaptation (eye); Business; Environmental planning; Public relations; Process management; Knowledge management; Computer science; Geography; Political science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001283663,0.0001295591,0.0001467954,0.0003327809,0.0004062738,0.0004871456,0.0001603871,0.00004228985,0.00000580558],"category_scores_gemma":[0.0002012469,0.0001006273,0.00002284017,0.000423362,0.0000621581,0.001478678,0.00001893852,0.0001331822,0.000006565369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057886,"about_ca_system_score_gemma":0.0001467716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009577298,"about_ca_topic_score_gemma":0.01335418,"domain_scores_codex":[0.9987062,0.00009888895,0.0003255206,0.0002126598,0.0004879439,0.0001688268],"domain_scores_gemma":[0.9987016,0.0003202334,0.0002070349,0.0001834427,0.0005033978,0.00008434255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001106801,0.00005960241,0.2290166,0.0001431016,0.0001182945,0.000003760485,0.4983969,0.1241001,0.0002239026,0.01344284,0.03351634,0.09987183],"study_design_scores_gemma":[0.0008582477,0.0002714076,0.00816164,0.00009654019,0.00003473304,0.00001162353,0.9060515,0.01883726,0.00003741822,0.006468986,0.05892437,0.0002463381],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921752,0.00004039572,0.0731798,0.0008550459,0.0002495338,0.0005862956,0.00003429784,0.0000923136,0.003210307],"genre_scores_gemma":[0.9752746,0.00001115383,0.02408878,0.0001248202,0.00009778428,0.000132996,0.00007092833,0.00001154073,0.000187404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4076545,"threshold_uncertainty_score":0.7451945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1986369118219618,"score_gpt":0.3731125357103265,"score_spread":0.1744756238883647,"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."}}