{"id":"W7084575900","doi":"10.6069/338m-6g25","title":"Experiences in Implementing City University Partnerships (CUPs): Case studies and insights from the Emerald Corridor Collaboratory","year":2025,"lang":"en","type":"article","venue":"ResearchWorks at the University of Washington (University of Washington)","topic":"Pesticide Exposure and Toxicity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collaboratory; Context (archaeology); Equity (law); Emerald; General partnership; Natural resource; Executive summary; Stakeholder; Discipline","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001059621,0.0002003578,0.0004135763,0.0000833818,0.002357426,0.00004045273,0.001143127,0.0001584552,0.0003077146],"category_scores_gemma":[0.0002382787,0.0001122247,0.0001387305,0.00128006,0.001539436,0.000484956,0.001756727,0.0004689302,0.000003697384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229199,"about_ca_system_score_gemma":0.00009025502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01468006,"about_ca_topic_score_gemma":0.1570018,"domain_scores_codex":[0.9976867,0.0008048091,0.0001899898,0.0004804525,0.0004078895,0.0004301585],"domain_scores_gemma":[0.9967958,0.002330483,0.0002444826,0.000226603,0.0002760814,0.0001265369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006851399,0.001084738,0.3373995,0.0004615694,0.002330936,0.006605893,0.4433708,0.0004678331,0.04703395,0.011443,0.09101197,0.05193841],"study_design_scores_gemma":[0.001208973,0.0002125104,0.07866246,0.0003615072,0.0001480686,0.00001278165,0.8829418,0.0005640683,0.0009570391,0.000639732,0.0339429,0.0003481488],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919831,0.001067803,0.00001621085,0.005834173,0.00006156766,0.0003264595,0.00007763787,0.00003344117,0.0005996317],"genre_scores_gemma":[0.997327,0.0007402377,0.0001027643,0.00009219689,0.00002312464,9.057859e-8,0.00001721481,0.000001457896,0.001695954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.439571,"threshold_uncertainty_score":0.9989414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04875957484848536,"score_gpt":0.2568577795023586,"score_spread":0.2080982046538732,"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."}}