{"id":"W3130132834","doi":"10.7202/1075112ar","title":"BUILDING TOGETHER","year":2021,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory action research; Citizen journalism; Sociology; Process (computing); Community-based participatory research; Collective action; Political science; Reflection (computer programming); Human immunodeficiency virus (HIV); Action research; Public relations; Medicine; Politics; Pedagogy; Computer science; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005358243,0.00009931876,0.0002709121,0.00002808868,0.001448784,0.000004261791,0.0001000625,0.0001122647,0.009528967],"category_scores_gemma":[0.00005839104,0.00009814266,0.00008345357,0.0006144563,0.00001856269,0.0000268076,0.00002906904,0.0003485907,0.001805536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006731717,"about_ca_system_score_gemma":0.001591287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005557255,"about_ca_topic_score_gemma":0.04702226,"domain_scores_codex":[0.9981447,0.0005016295,0.0003960088,0.0001800222,0.0001431378,0.0006344939],"domain_scores_gemma":[0.9989579,0.00008055126,0.00009941898,0.000162474,0.0001153956,0.0005842368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004086505,0.00002177764,0.04353996,0.01695235,0.00002850933,0.0000661985,0.00153528,2.711685e-8,0.000005423564,0.03528291,0.7229093,0.1796542],"study_design_scores_gemma":[0.000102476,0.000005084788,0.001112249,0.007993713,0.00001807222,3.179212e-7,0.0002467283,9.287555e-8,0.000001449171,0.0003092475,0.9901134,0.00009712634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.02126893,0.4605726,0.00004662707,0.05777936,0.004740207,0.003304101,0.0001572178,0.0001038531,0.4520271],"genre_scores_gemma":[0.08301447,0.05688649,0.003019704,0.7982503,0.00331672,0.001044743,0.000831836,0.0001282365,0.05350752],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7404709,"threshold_uncertainty_score":0.9998512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2584421842588882,"score_gpt":0.4636138089246083,"score_spread":0.2051716246657201,"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."}}