{"id":"W3173742967","doi":"10.22230/cjc.2021v46n2a4115","title":"Materials and Media of Infrastructure","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002855158,0.00003305217,0.0001082748,0.00004710178,0.0001293853,0.00004527251,0.0002208222,0.00005879503,0.0004148092],"category_scores_gemma":[0.0003351647,0.00003095133,0.00001828426,0.0000981126,0.0001970844,0.0002028934,0.00001249152,0.00009160403,5.407393e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005039165,"about_ca_system_score_gemma":0.001174296,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006978302,"about_ca_topic_score_gemma":0.07604791,"domain_scores_codex":[0.9994425,0.000151751,0.0001889705,0.00002810392,0.0001037608,0.00008491265],"domain_scores_gemma":[0.9991534,0.00004632509,0.000217448,0.0001449397,0.0002896837,0.0001482292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004813503,0.00002393307,0.14917,0.00008160062,0.0001918417,0.00009113492,0.2900111,0.00008327152,0.05204459,0.3606664,0.06576555,0.08182243],"study_design_scores_gemma":[0.0004323899,0.00002939007,0.511178,0.0002271991,0.00003917054,0.00007260165,0.01282079,0.000001086687,0.02913483,0.05895769,0.3869627,0.0001441895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990642,0.002243151,0.00001210964,0.002766886,0.0002081694,0.00002150112,0.00001929228,0.00000109781,0.004085823],"genre_scores_gemma":[0.9976882,0.001024927,0.00102964,0.000117224,0.00008207167,1.534591e-7,0.000004375085,0.000002834605,0.00005058619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.362008,"threshold_uncertainty_score":0.9996343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111566189509006,"score_gpt":0.2456350049493821,"score_spread":0.2345193430542921,"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."}}