{"id":"W3114182097","doi":"10.1016/j.socscimed.2020.113635","title":"Industry, experts and the role of the ‘invisible college’ in the dissemination of non-invasive prenatal testing in the US","year":2020,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Work & Health; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Negotiation; Corporate governance; Test (biology); Public relations; Enthusiasm; Work (physics); Element (criminal law); Miller; Political science; Business; Economics; Law; Engineering; Psychology; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03796611,0.0003002778,0.0003076967,0.002694165,0.006145162,0.009101597,0.001731684,0.01061142,0.01711644],"category_scores_gemma":[0.12776,0.0003771709,0.0004050252,0.001692155,0.01065973,0.007396111,0.008624505,0.01182469,0.000889325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008439959,"about_ca_system_score_gemma":0.03131377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04351799,"about_ca_topic_score_gemma":0.03181476,"domain_scores_codex":[0.97232,0.01556143,0.001015913,0.001552743,0.005168388,0.004381435],"domain_scores_gemma":[0.7834174,0.1501307,0.01179221,0.005745989,0.01632616,0.03258743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003207385,0.0009176908,0.071854,0.0006030365,0.00006929601,0.001708689,0.05108005,0.00068923,0.002484498,0.3823315,0.241105,0.2468363],"study_design_scores_gemma":[0.0003967542,0.000488595,0.06770836,0.002195558,0.00007398803,0.0008072425,0.06759132,0.002286494,0.001879831,0.1158957,0.7404253,0.0002508713],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05472309,0.002954986,0.001343368,0.8972772,0.001538422,0.0000624475,0.00009140847,0.00004113232,0.04196789],"genre_scores_gemma":[0.8151796,0.004271103,0.00147436,0.1653931,0.002860226,0.000096282,0.00008119573,0.00007425621,0.01056985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9938548,"threshold_uncertainty_score":0.2007864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175530769183838,"score_gpt":0.306119193848179,"score_spread":0.2843638861563407,"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."}}