{"id":"W2942592649","doi":"10.35502/jcswb.93","title":"The Hub model: It’s time for an independent summative evaluation","year":2019,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Massage Therapy Aliance","funders":"","keywords":"Summative assessment; Formative assessment; Public relations; Business; Context (archaeology); Work (physics); Knowledge management; Process management; Marketing; Political science; Engineering; Psychology; Computer science; Geography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5822839,0.004079775,0.006125538,0.005846257,0.01427892,0.02444328,0.01605148,0.01299563,0.02182894],"category_scores_gemma":[0.5719568,0.001974479,0.00505401,0.004534541,0.01128435,0.03557547,0.02475834,0.02822166,0.00677111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04634794,"about_ca_system_score_gemma":0.2111542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03901166,"about_ca_topic_score_gemma":0.06366002,"domain_scores_codex":[0.4570575,0.4289306,0.02015151,0.00795339,0.07098537,0.0149216],"domain_scores_gemma":[0.3280679,0.3126598,0.01788608,0.07540615,0.2097839,0.05619625],"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":[0.00257884,0.004063321,0.003324921,0.01089782,0.001031992,0.000458054,0.02025089,0.002545333,0.001024845,0.04884931,0.5147136,0.3902611],"study_design_scores_gemma":[0.006466668,0.006073786,0.00716701,0.05430332,0.001164839,0.0002616418,0.05386801,0.007877526,0.003725205,0.1722664,0.6857501,0.00107555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01264169,0.00978074,0.1102961,0.6977264,0.03932985,0.08546164,0.002315804,0.004091099,0.03835661],"genre_scores_gemma":[0.101764,0.005337757,0.536143,0.1745126,0.003576151,0.1617154,0.002551547,0.001855414,0.01254412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5822839,"threshold_uncertainty_score":0.5151184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3250283525986556,"score_gpt":0.5901004736802494,"score_spread":0.2650721210815938,"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."}}