{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02882341,0.00009893475,0.0002389883,0.000100022,0.003301271,0.00003573623,0.0004397184,0.0000910809,0.0001370996],"category_scores_gemma":[0.001214119,0.00006932933,0.00005349213,0.0001255443,0.00006431447,0.0006505389,0.0001315685,0.001152406,0.00004654735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529986,"about_ca_system_score_gemma":0.0008114604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001183164,"about_ca_topic_score_gemma":0.0003383279,"domain_scores_codex":[0.9931333,0.004815792,0.001042479,0.00006497419,0.0005857755,0.000357683],"domain_scores_gemma":[0.9905532,0.007101875,0.0009418071,0.0003302322,0.0008864243,0.0001864439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002690183,0.0002335262,0.01543911,0.000683129,0.0001941197,6.881072e-7,0.8360236,0.01486724,0.002064515,0.03588139,0.02967536,0.06224714],"study_design_scores_gemma":[0.01087648,0.002017677,0.06257348,0.000911491,0.0001792424,0.00002793081,0.1750738,0.4161847,0.000198937,0.1644517,0.1670099,0.0004947505],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924892,0.00002360631,0.01047299,0.0376057,0.0004593525,0.001667248,0.00001227416,0.00001387469,0.02485296],"genre_scores_gemma":[0.9895929,0.0001396538,0.000630874,0.008691819,0.0001224736,0.00001729928,0.00000614953,0.0000121208,0.0007866747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6609498,"threshold_uncertainty_score":0.9989676,"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."}}