{"id":"W6950048699","doi":"10.5281/zenodo.5172827","title":"MethodsJ2 v1.2","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Section (typography); Microscope; Software; File format; Automation","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":[0.00840737,0.005274307,0.005119975,0.004394512,0.003250631,0.008669095,0.008685288,0.005173959,0.6232576],"category_scores_gemma":[0.01368625,0.00613097,0.005988343,0.00246851,0.001665676,0.005114363,0.006391388,0.006900949,0.5400166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001854257,"about_ca_system_score_gemma":0.005858652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004673182,"about_ca_topic_score_gemma":0.008508558,"domain_scores_codex":[0.9957489,0.0009359373,0.0003501931,0.000774706,0.001598006,0.0005923158],"domain_scores_gemma":[0.9943631,0.002320591,0.0002985452,0.001420817,0.001081928,0.0005150741],"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":[0.0002700938,0.00006170703,0.0003438415,0.003072111,0.0002109957,0.0001174947,0.0001420977,0.0004559595,0.005036444,0.006665799,0.9695612,0.01406234],"study_design_scores_gemma":[0.0002581778,0.0000330862,0.0003990103,0.0003081658,0.00009057492,0.0001654102,0.00002990689,0.001035766,0.004382938,0.005914851,0.9872312,0.0001509145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008023578,0.001363585,0.1278442,0.001418387,0.002936826,0.0008564153,0.3580219,0.4635031,0.0432533],"genre_scores_gemma":[0.005571238,0.001183999,0.09477554,0.004009229,0.0004864945,0.004655257,0.2896372,0.5296625,0.07001843],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6232576,"threshold_uncertainty_score":0.5373774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06390115988472327,"score_gpt":0.2993892462356034,"score_spread":0.2354880863508801,"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."}}