{"id":"W2732938926","doi":"10.24306/plnxt.2017.04.004","title":"Build it and they will come","year":2017,"lang":"en","type":"article","venue":"plaNext - Next Generation Planning","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Deliberation; Negotiation; Technocracy; Process (computing); Public relations; Work (physics); Political science; Space (punctuation); Knowledge management; Responsible Research and Innovation; Sociology; Business; Computer science; Engineering; Politics","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"],"consensus_categories":[],"category_scores_codex":[0.0002691297,0.00009616306,0.0001284419,0.00003909591,0.002416812,0.0007138847,0.0002116168,0.0001255844,0.0001037954],"category_scores_gemma":[0.0005296913,0.00009791201,0.00002207138,0.00002113186,0.0001773268,0.0005621521,0.00003696455,0.0001217511,0.00003745655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003073901,"about_ca_system_score_gemma":0.00008403894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002351185,"about_ca_topic_score_gemma":0.001211788,"domain_scores_codex":[0.9990562,0.00009591247,0.0001407919,0.0001696188,0.000251369,0.0002861351],"domain_scores_gemma":[0.9993063,0.0001825385,0.0001233524,0.0001806518,0.00004476031,0.0001623606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003057264,0.00005850942,0.557185,0.00003571937,0.00008584617,0.0001035763,0.2200099,0.0001536225,0.02055382,0.1261921,0.06317892,0.01241244],"study_design_scores_gemma":[0.0006224862,0.00006284424,0.01131943,0.00007199051,0.00005030381,0.00001163771,0.01840601,0.002388499,0.000750883,0.003788634,0.961995,0.0005322676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614618,0.0002545915,0.00008028206,0.005430482,0.001384182,0.000147759,0.00002115666,0.0000618261,0.03115789],"genre_scores_gemma":[0.9948717,0.0001337719,0.0003216577,0.0007733917,0.002551287,0.000009160934,0.00004296369,0.000009218775,0.001286895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8988161,"threshold_uncertainty_score":0.9988819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1486052039612624,"score_gpt":0.3744010121473371,"score_spread":0.2257958081860747,"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."}}