{"id":"W6940111200","doi":"10.6084/m9.figshare.5328058.v1","title":"Track 1 Lightning Talk: Research Software in Brazil","year":2017,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Track (disk drive); Work (physics); Lightning (connector); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002869327,0.0004238496,0.000368995,0.004805694,0.004157014,0.005017728,0.001098447,0.001771716,0.1039086],"category_scores_gemma":[0.01878933,0.0003207646,0.0005759787,0.01069019,0.001525083,0.004394908,0.004793319,0.001405437,0.01977795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004129271,"about_ca_system_score_gemma":0.006273929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06149631,"about_ca_topic_score_gemma":0.122402,"domain_scores_codex":[0.9967743,0.0005617738,0.0001686654,0.0004580925,0.001272226,0.0007649725],"domain_scores_gemma":[0.9859697,0.003722211,0.001778402,0.001151295,0.003975959,0.0034025],"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":[0.0001289478,0.00005139403,0.03109818,0.001332881,0.00002900751,0.0006294926,0.01753295,0.00009846742,0.001105413,0.05090679,0.7956331,0.1014534],"study_design_scores_gemma":[0.00001230552,0.00001723093,0.02930022,0.0003928793,0.00001072576,0.000303197,0.007367007,0.00005168873,0.0003043271,0.001286367,0.9609361,0.00001785949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07879149,0.006930352,0.002496305,0.07466186,0.004065613,0.0002699088,0.06248573,0.001477926,0.7688208],"genre_scores_gemma":[0.4515703,0.0112667,0.002604493,0.02063326,0.001868584,0.0005219973,0.03850948,0.002412923,0.4706122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1039086,"threshold_uncertainty_score":0.347609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081361618744293,"score_gpt":0.4354959606683591,"score_spread":0.2273597987939298,"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."}}