{"id":"W4398169982","doi":"10.51224/srxiv.411","title":"Beyond FITT","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Physical Activity and Health","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Vancouver Coastal Health Research Institute; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Materials science","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":[0.01162552,0.001439139,0.001761828,0.001882821,0.001489658,0.006247351,0.003192885,0.002899202,0.03604715],"category_scores_gemma":[0.05473158,0.0006995588,0.00265381,0.002049279,0.003589277,0.01055452,0.005178907,0.005198186,0.01580875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002048832,"about_ca_system_score_gemma":0.003698921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003545528,"about_ca_topic_score_gemma":0.002072551,"domain_scores_codex":[0.9917965,0.003855746,0.0003984312,0.001706014,0.001851583,0.0003917046],"domain_scores_gemma":[0.9729804,0.01415664,0.00163399,0.006729894,0.003509744,0.0009893063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002707381,0.0002089338,0.008469436,0.0006409457,0.0002188455,0.0004054204,0.001068069,0.005799023,0.001191499,0.7092939,0.03621653,0.2362167],"study_design_scores_gemma":[0.00005810674,0.0001779814,0.002943954,0.0003396928,0.00007797768,0.0008467187,0.0003136708,0.02177365,0.0008194267,0.8245934,0.1479844,0.00007101025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01781544,0.006366127,0.7727112,0.02340405,0.002460463,0.0004695715,0.00339794,0.003910279,0.1694651],"genre_scores_gemma":[0.3683422,0.009248723,0.4976498,0.01993799,0.004974746,0.002654646,0.007793379,0.005692364,0.0837061],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03604715,"threshold_uncertainty_score":0.1205898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547024752202793,"score_gpt":0.3692564462108158,"score_spread":0.3145539709905364,"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."}}