{"id":"W6968706932","doi":"10.5281/zenodo.3633740","title":"humus.io 1.01 poster","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","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":[0.0006755469,0.0009887301,0.0005650513,0.001676991,0.001284835,0.004664631,0.0008352976,0.001981239,0.8599479],"category_scores_gemma":[0.001663642,0.0003389525,0.0005591708,0.0006761737,0.0005117325,0.001640214,0.002748387,0.00169668,0.7580656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036829,"about_ca_system_score_gemma":0.0007962676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008472795,"about_ca_topic_score_gemma":0.00179113,"domain_scores_codex":[0.9995458,0.00005241834,0.00001421591,0.0001142717,0.0001889826,0.00008442437],"domain_scores_gemma":[0.9988986,0.0001185955,0.00003375717,0.0001155262,0.0003364024,0.000497097],"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":[0.0001030424,0.00002388475,0.00008699829,0.00008295942,0.000003101077,0.00006400039,0.00001867403,0.00005809214,0.0004523098,0.001959869,0.9413993,0.05574785],"study_design_scores_gemma":[0.00001828761,0.00002177178,0.000316197,0.0001091446,0.000002415055,0.00008982151,0.00002609093,0.0001717796,0.0002985975,0.001478863,0.9974589,0.000008350368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007873023,0.001142942,0.002070348,0.003465842,0.009440084,0.0002098591,0.003988965,0.005878082,0.9730165],"genre_scores_gemma":[0.00416792,0.0005309876,0.001085644,0.0009987896,0.00251187,0.00008252573,0.002282145,0.001257602,0.9870824],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8599479,"threshold_uncertainty_score":0.1997672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2134533105211506,"score_gpt":0.3703238573691348,"score_spread":0.1568705468479841,"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."}}