{"id":"W7108685706","doi":"10.1108/978-1-62396-396-520251008","title":"Commentary","year":2013,"lang":"en","type":"book-chapter","venue":"Crossing boundaries","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003535831,0.0006746398,0.0007586523,0.001335546,0.007406231,0.006644247,0.002965577,0.02437568,0.1028608],"category_scores_gemma":[0.02333664,0.0004686376,0.0009925725,0.001069778,0.004148223,0.004512448,0.003880385,0.02251808,0.04238627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007635645,"about_ca_system_score_gemma":0.01017379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02857515,"about_ca_topic_score_gemma":0.06022036,"domain_scores_codex":[0.9957539,0.000862435,0.0001181704,0.0006130046,0.001861008,0.0007914397],"domain_scores_gemma":[0.994471,0.002324763,0.0001818113,0.0002580667,0.002000019,0.0007643266],"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":[0.000003477606,0.000001309532,0.000008813723,0.00001399624,7.883835e-7,0.00002863533,0.00007816808,0.000004335833,0.000008433783,0.007247041,0.9908314,0.001773426],"study_design_scores_gemma":[0.000004415136,0.000001378349,0.00003700522,0.0001017688,0.000002236919,0.00002704588,0.0001920583,0.000007627339,0.00002719105,0.002654321,0.9969406,0.000004347904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002380492,0.003470861,0.0002799322,0.7457506,0.08438837,0.00003416463,0.0002099885,0.00008397501,0.165544],"genre_scores_gemma":[0.002518778,0.001036457,0.0001403414,0.7103738,0.01310201,0.00006762871,0.00006994444,0.0001330976,0.2725579],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8971391,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843106800123392,"score_gpt":0.2682941401145832,"score_spread":0.2398630721133493,"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."}}