{"id":"W6931084824","doi":"10.5281/zenodo.3633741","title":"humus.io 1.01 poster","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cancer-related Molecular Pathways","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Accountability; Scarcity; Human resources; Firewall (physics); Information technology; Digital Revolution","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005722822,0.0009136064,0.0005276265,0.001528131,0.001233859,0.004014278,0.0007836004,0.001998456,0.8703468],"category_scores_gemma":[0.001370795,0.0003220534,0.0005848965,0.0005151363,0.000479017,0.001396074,0.002430232,0.001763768,0.7458425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00095338,"about_ca_system_score_gemma":0.0007275202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007246945,"about_ca_topic_score_gemma":0.00166035,"domain_scores_codex":[0.9996177,0.00004186639,0.00001207255,0.00009767034,0.0001510214,0.00007972998],"domain_scores_gemma":[0.9991238,0.0000904905,0.00002762975,0.00007904019,0.0002516009,0.0004275416],"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":[0.0001219961,0.00002646503,0.00009715727,0.00008871565,0.000003192522,0.00008672893,0.00001782138,0.0000484341,0.0004815198,0.001782013,0.9396103,0.05763564],"study_design_scores_gemma":[0.00002073356,0.00002450685,0.0003393925,0.0001108903,0.000002604,0.0001265164,0.00002588128,0.0001156875,0.0002858789,0.001187918,0.9977522,0.000007717912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007784148,0.001300222,0.001354804,0.003589982,0.01075217,0.0001912915,0.003013667,0.004055883,0.9749637],"genre_scores_gemma":[0.003755988,0.0005858294,0.0007423856,0.001108117,0.002681832,0.0000725062,0.001632468,0.0009025587,0.9885184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8703468,"threshold_uncertainty_score":0.1849345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04600321917393083,"score_gpt":0.2776413779414478,"score_spread":0.231638158767517,"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."}}