{"id":"W2286545251","doi":"10.1016/j.envint.2016.01.001","title":"Exploring readiness for the adoption of new molecular water quality tests: Insights from interviews with policy makers, laboratory managers and watershed managers","year":2016,"lang":"en","type":"article","venue":"Environment International","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Health Services Authority; Michael Smith Health Research BC; St. Paul's Hospital","funders":"University of British Columbia; Ministry of Environment; Genome British Columbia; Genome Canada","keywords":"Context (archaeology); Quality (philosophy); Test (biology); Implementation research; Enthusiasm; Process management; Water quality; Computer science; Knowledge management; Business; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.02739001,0.0002992447,0.000239579,0.001006848,0.004830957,0.005052221,0.001169358,0.002483072,0.002161492],"category_scores_gemma":[0.04565885,0.0006279312,0.0002692835,0.0006631191,0.003965465,0.003976978,0.003672572,0.004294328,0.0001698875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003632508,"about_ca_system_score_gemma":0.01099919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007882895,"about_ca_topic_score_gemma":0.01222492,"domain_scores_codex":[0.9867013,0.008819018,0.0004969644,0.0004362116,0.001198999,0.002347531],"domain_scores_gemma":[0.957556,0.03303977,0.003738413,0.0004735002,0.002296037,0.002896292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001258379,0.000284366,0.05116909,0.000194741,0.00001901303,0.001559391,0.9157347,0.0003018247,0.005390076,0.004956662,0.001251105,0.01901324],"study_design_scores_gemma":[0.00000713717,0.0001253239,0.01098858,0.0001107813,0.000008463144,0.0001133696,0.9790835,0.0002698334,0.0009389895,0.0008887402,0.007441486,0.00002386753],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839755,0.0002197671,0.001705362,0.008901952,0.000031299,0.0001014389,0.00002823396,0.00001174882,0.005024644],"genre_scores_gemma":[0.9975619,0.0002001367,0.0008633264,0.0007647532,0.000007343626,0.00004781226,0.00001444359,0.000005662485,0.0005344869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02739001,"threshold_uncertainty_score":0.144854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03953859298988313,"score_gpt":0.2444600112278019,"score_spread":0.2049214182379187,"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."}}