{"id":"W7084387303","doi":"10.1002/jcop.70042/v1/review1","title":"Review for \"Community Connection and Loneliness in Canada\"","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Loneliness; Connection (principal bundle); Gossip; Subject (documents)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01323571,0.001095766,0.002392785,0.008541302,0.006336975,0.00765913,0.00491368,0.006215202,0.03044918],"category_scores_gemma":[0.06812061,0.0006793306,0.001747376,0.008736393,0.004860961,0.002789184,0.003484658,0.005958379,0.006679012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03401116,"about_ca_system_score_gemma":0.224645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8080206,"about_ca_topic_score_gemma":0.896701,"domain_scores_codex":[0.989273,0.001227119,0.001060945,0.0006429281,0.006363771,0.001432212],"domain_scores_gemma":[0.8520718,0.01353131,0.00288384,0.002057441,0.1192034,0.01025219],"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":[0.00002652294,0.000006086613,0.0001463435,0.001205701,0.00002647803,0.00002042685,0.00005920181,0.00001426692,0.00001328625,0.0008824411,0.9691702,0.028429],"study_design_scores_gemma":[0.00004094885,0.00001353576,0.003138172,0.005876629,0.0001121189,0.00004812724,0.0002342728,0.0000183612,0.00003305738,0.000459494,0.9899994,0.00002591068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0006087237,0.420469,0.0004417158,0.3203626,0.2220442,0.0003939554,0.004771609,0.0001728975,0.03073528],"genre_scores_gemma":[0.01394425,0.6907536,0.001602488,0.1387857,0.06650254,0.0007936604,0.005136163,0.0002488574,0.08223272],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1919794,"threshold_uncertainty_score":0.38622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04869706379586188,"score_gpt":0.2970128310896,"score_spread":0.2483157672937381,"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."}}