{"id":"W4387197993","doi":"10.32604/po.2023.045104","title":"From Research Data to Intervention Models: Intervening with All StakeholdersDes données de la recherche aux modèles d’interventions : intervenir avec toutes les parties prenantes","year":2023,"lang":"fr","type":"article","venue":"Psycho-Oncologie","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Psychological intervention; Humanities; Psychology; Political science; Philosophy; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1319928,0.00235738,0.004786471,0.003217796,0.001281042,0.01018926,0.005354032,0.006781066,0.01453739],"category_scores_gemma":[0.4470277,0.002682113,0.00544002,0.003311722,0.004579525,0.01495752,0.006836224,0.01213429,0.001717118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008325509,"about_ca_system_score_gemma":0.01252717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01305761,"about_ca_topic_score_gemma":0.01108687,"domain_scores_codex":[0.7960242,0.1833948,0.005808359,0.006926458,0.006704451,0.001141847],"domain_scores_gemma":[0.3564483,0.597491,0.01240962,0.0224457,0.009687446,0.001517952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001561219,0.001148765,0.01838977,0.01247605,0.005220408,0.0006987729,0.002449137,0.2152444,0.0008596574,0.3872558,0.03914515,0.3155509],"study_design_scores_gemma":[0.0005045355,0.0003192857,0.002590379,0.0036811,0.0009645363,0.0001765058,0.0008505346,0.1514198,0.0008311462,0.8109283,0.0276001,0.0001336731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01675563,0.02364979,0.8155585,0.1240461,0.001885893,0.0009860245,0.004257046,0.0005625512,0.01229844],"genre_scores_gemma":[0.5062957,0.02636946,0.4291945,0.02072628,0.00263351,0.004529286,0.003448405,0.0004963721,0.006306362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1319928,"threshold_uncertainty_score":0.6980529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9748321900247506,"score_gpt":0.6465094761854994,"score_spread":0.3283227138392513,"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."}}