{"id":"W2114007762","doi":"10.1002/cyto.b.20612","title":"ISHAGE protocol: Are we doing it correctly?","year":2011,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University Health Network","funders":"","keywords":"Protocol (science); Enumeration; Medicine; Computer science; Medical physics; Pathology; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2020992,0.001328302,0.001751578,0.00198093,0.002356943,0.008287145,0.004927811,0.005035236,0.007016857],"category_scores_gemma":[0.3635812,0.001169283,0.0007725496,0.001893318,0.005564234,0.009775554,0.004574885,0.007467825,0.0120433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003987991,"about_ca_system_score_gemma":0.009177268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495253,"about_ca_topic_score_gemma":0.002566573,"domain_scores_codex":[0.8084733,0.1049091,0.02810748,0.008511665,0.04506096,0.00493741],"domain_scores_gemma":[0.7193831,0.1092759,0.04302062,0.03498418,0.08410615,0.009230196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0014542,0.0008465707,0.1371269,0.003524947,0.0002076269,0.001313441,0.01423658,0.001844473,0.009497495,0.007388517,0.165493,0.6570663],"study_design_scores_gemma":[0.0003527845,0.005526338,0.1489866,0.01723935,0.0005066735,0.01214151,0.02772615,0.01686929,0.03179955,0.03639742,0.7012153,0.001239117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.1759257,0.02330995,0.3198847,0.3973779,0.02061041,0.009201426,0.00184094,0.01065673,0.04119207],"genre_scores_gemma":[0.4598839,0.01471113,0.3822249,0.1105097,0.005982813,0.007823634,0.002502417,0.002871942,0.01348953],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.2020992,"threshold_uncertainty_score":0.9839537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2122278507524961,"score_gpt":0.4248714723148961,"score_spread":0.2126436215624,"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."}}