{"id":"W4411604865","doi":"10.17161/gjcpp.v3i2.20861","title":"Commentary: The proof of the pudding is in the eating","year":2024,"lang":"en","type":"article","venue":"Global Journal of Community Psychology Practice","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007935114,0.001580912,0.002365587,0.001378777,0.009313659,0.005146977,0.007288511,0.05598486,0.0127488],"category_scores_gemma":[0.06768019,0.001244796,0.0021437,0.001447738,0.009730768,0.006764966,0.00333094,0.07846556,0.009813333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008943472,"about_ca_system_score_gemma":0.01734036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04928967,"about_ca_topic_score_gemma":0.05420987,"domain_scores_codex":[0.9922253,0.002145784,0.0007337308,0.001227744,0.002877164,0.0007902666],"domain_scores_gemma":[0.9580432,0.02296346,0.001978309,0.0009786378,0.01190992,0.004126469],"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":[0.00001531159,0.000002729043,0.00001782916,0.00005060547,0.000004615229,0.0001158773,0.0001329975,0.000005306734,0.00001871601,0.000511278,0.9983155,0.0008091661],"study_design_scores_gemma":[0.00005046478,0.00002888583,0.0003364326,0.0009304515,0.00003481712,0.0006129976,0.00116034,0.00007429792,0.0001618978,0.003602777,0.9929503,0.00005633125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005817537,0.001158483,0.00004514925,0.9200756,0.07771611,0.000008413567,0.00004998901,0.00001448998,0.0008736016],"genre_scores_gemma":[0.001263419,0.001083213,0.00009085063,0.9391637,0.05479627,0.00002858818,0.00002280527,0.00003402269,0.00351701],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05598486,"threshold_uncertainty_score":0.09800553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1358290402118371,"score_gpt":0.547170040904155,"score_spread":0.4113410006923179,"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."}}