{"id":"W3160889100","doi":"10.1080/01900692.2021.1921941","title":"Special Issue- Engaging Vulnerable Populations in the Co-Production of Public Services","year":2021,"lang":"en","type":"article","venue":"International Journal of Public Administration","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Production (economics); Business; Economic growth; Public administration; Public relations; Political science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003991673,0.00009243134,0.0001670772,0.0002764253,0.0003557062,0.00005847131,0.0003406072,0.0000801103,0.001655379],"category_scores_gemma":[0.0004329579,0.00007399922,0.0000695324,0.000290127,0.00003303505,0.0007635054,0.00003165397,0.0005929607,0.000025528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564267,"about_ca_system_score_gemma":0.001034534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005152987,"about_ca_topic_score_gemma":0.001661288,"domain_scores_codex":[0.9960711,0.001408554,0.001232606,0.0001329744,0.0009229632,0.0002317882],"domain_scores_gemma":[0.9971131,0.0002777563,0.001017866,0.0001494271,0.001341494,0.0001003593],"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":[0.0002420696,0.001992736,0.8146662,0.0006420725,0.0001488806,0.00009718588,0.01944729,0.00006650277,0.0009849449,0.07999907,0.02952959,0.05218347],"study_design_scores_gemma":[0.002424843,0.0005047272,0.1187804,0.0009484614,0.00003595879,0.0001733348,0.08384383,0.0002953431,0.001568621,0.006071453,0.7851167,0.0002363218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190422,0.0001457227,0.0007111591,0.04327064,0.01265066,0.0003791118,0.00003952737,0.000009662304,0.02375127],"genre_scores_gemma":[0.9886969,0.0000774618,0.0006896947,0.001118971,0.008158919,0.00001624443,0.0004478103,0.000007180327,0.0007868233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7555871,"threshold_uncertainty_score":0.9992573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3548314792574448,"score_gpt":0.4960398576330847,"score_spread":0.1412083783756398,"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."}}