{"id":"W4385841192","doi":"10.46747/cfp.6908582","title":"On the path to achieving balance","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Adventure; Path (computing); Balance (ability); Computer science; Medicine; Library science; Artificial intelligence; Physical medicine and rehabilitation; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005008362,0.0011021,0.0008505195,0.001105102,0.009183293,0.009964312,0.0020928,0.00739082,0.1050694],"category_scores_gemma":[0.01539385,0.0003973025,0.0007972745,0.0007169173,0.01161668,0.01472382,0.0127378,0.02276609,0.05073633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004283957,"about_ca_system_score_gemma":0.01399464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030634,"about_ca_topic_score_gemma":0.01822449,"domain_scores_codex":[0.9943168,0.001932693,0.0001356854,0.0005424595,0.001814036,0.001258344],"domain_scores_gemma":[0.9909213,0.0007761702,0.0003916927,0.0004280798,0.002053807,0.005428899],"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":[0.00003050751,0.00007001951,0.0004305729,0.0001006617,0.00001616556,0.00009694055,0.001575758,0.00004759667,0.0001390999,0.03463781,0.9019644,0.06089053],"study_design_scores_gemma":[0.00002187813,0.00005402658,0.0005869135,0.0006223592,0.000007606079,0.0003156479,0.004282458,0.00005635573,0.00010409,0.05804807,0.9358687,0.00003177168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001754535,0.009776725,0.004804163,0.8472004,0.01715513,0.00004823092,0.000167994,0.0005950049,0.1184979],"genre_scores_gemma":[0.08141201,0.02841255,0.01679097,0.6060876,0.01413963,0.0003779271,0.0005700584,0.001825477,0.2503839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1050694,"threshold_uncertainty_score":0.351492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4398372348618563,"score_gpt":0.4758319948968794,"score_spread":0.03599476003502305,"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."}}