{"id":"W6912063993","doi":"10.5281/zenodo.1472494","title":"Future Commons Brainstorming Session","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"","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":[0.00227808,0.001334366,0.0006233699,0.001751976,0.002634499,0.004803656,0.001535354,0.002411035,0.6041077],"category_scores_gemma":[0.003904527,0.0003575987,0.001048089,0.0009229655,0.0004937968,0.003149157,0.004820703,0.00322282,0.3644771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009763127,"about_ca_system_score_gemma":0.001809704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059997,"about_ca_topic_score_gemma":0.004079141,"domain_scores_codex":[0.9992581,0.0001273505,0.0000245846,0.0001286979,0.000291903,0.0001694212],"domain_scores_gemma":[0.9961035,0.0004168215,0.0001165805,0.000388641,0.001208966,0.001765487],"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":[0.0000492393,0.00002217718,0.00003215637,0.00004007263,0.000002640222,0.00003669176,0.0000403427,0.00002938651,0.0003696921,0.0004187862,0.9741512,0.02480766],"study_design_scores_gemma":[0.00001678183,0.00002440282,0.000297863,0.00003093891,0.000003371022,0.00004903665,0.0001402866,0.0001025175,0.0002611297,0.001225369,0.9978381,0.00001028285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003788765,0.004562037,0.01492609,0.04669637,0.213803,0.001107356,0.006984394,0.01073952,0.6973925],"genre_scores_gemma":[0.006553998,0.001032594,0.002421086,0.003596811,0.02686489,0.0004784469,0.003034814,0.00150816,0.9545093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6041077,"threshold_uncertainty_score":0.5646923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737238732661158,"score_gpt":0.2210861439270738,"score_spread":0.2037137566004622,"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."}}