{"id":"W2913606289","doi":"10.1002/9781444340006.ch11","title":"The Way Forward?","year":2011,"lang":"en","type":"other","venue":"","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Context (archaeology); Data science; Computer science; Engineering ethics; Management science; Epistemology; History; Engineering; Philosophy; Archaeology","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":[0.007700171,0.000638543,0.0008266179,0.001349788,0.006921233,0.01685428,0.001666071,0.00768432,0.1527553],"category_scores_gemma":[0.01788628,0.0002840496,0.0007943385,0.001564121,0.009136954,0.02411065,0.0086253,0.01454441,0.06071942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004801292,"about_ca_system_score_gemma":0.02153764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01407269,"about_ca_topic_score_gemma":0.03199743,"domain_scores_codex":[0.9944645,0.002253063,0.0001789713,0.0005098773,0.001403175,0.001190441],"domain_scores_gemma":[0.9925605,0.001429293,0.0002863475,0.0005374236,0.00193177,0.003254749],"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":[0.00001603406,0.00004287217,0.0003645546,0.0001257517,0.000006050627,0.00008264853,0.002030508,0.00001890339,0.00004056456,0.17299,0.7503264,0.07395572],"study_design_scores_gemma":[0.000004876917,0.000007458712,0.0001696936,0.000582777,0.000002968501,0.00007724738,0.005535164,0.000009735475,0.00002262621,0.02401435,0.969564,0.000009012107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006049406,0.01486603,0.0008482791,0.7373686,0.03064654,0.00002306334,0.000159014,0.0001035903,0.2153799],"genre_scores_gemma":[0.02948587,0.04125547,0.003565677,0.3515883,0.01152036,0.00017829,0.0003949276,0.0003830594,0.561628],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1527553,"threshold_uncertainty_score":0.5110173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1667886382555782,"score_gpt":0.5152608634899796,"score_spread":0.3484722252344014,"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."}}