{"id":"W2984553296","doi":"10.33589/29.5.201c","title":"Literature Review","year":2019,"lang":"en","type":"article","venue":"International Society of Hair Restoration Surgery","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Ex vivo; Medicine; Medical physics; Biology; In vivo; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003833203,0.00006813287,0.0002084926,0.00004788541,0.0000190401,0.00001109353,0.00004978948,0.0001333031,0.0003324712],"category_scores_gemma":[0.0000678153,0.00005428101,0.0003202773,0.0002148277,0.0001011248,0.0001326906,0.00001781461,0.0001647864,0.00004397407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005655344,"about_ca_system_score_gemma":0.0001461877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005577038,"about_ca_topic_score_gemma":3.429758e-7,"domain_scores_codex":[0.9989044,0.00001776463,0.0003302626,0.0001332916,0.0005463759,0.00006791484],"domain_scores_gemma":[0.9990942,0.0001028809,0.0001689803,0.0001395472,0.0004443577,0.000050074],"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":[0.00009877882,0.0002478452,0.03679922,0.004937054,0.0003060356,0.00001154632,0.0004124096,0.00001407266,0.009076367,0.003873005,0.9159999,0.02822375],"study_design_scores_gemma":[0.0005583932,0.00005902939,0.1010112,0.01446397,0.00004311801,0.0000914774,0.00005207053,0.002338305,0.0007293708,0.0008290305,0.8796394,0.0001846535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2929463,0.09063555,0.004976255,0.5841168,0.007286027,0.001993304,0.00009412281,0.0002849977,0.01766667],"genre_scores_gemma":[0.9005836,0.06380463,0.005077564,0.01762772,0.0007287097,0.00002088382,0.001118249,0.00002625216,0.01101236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6076373,"threshold_uncertainty_score":0.3640327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707563558934666,"score_gpt":0.3149244815681733,"score_spread":0.2878488459788267,"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."}}