{"id":"W6931115960","doi":"10.5281/zenodo.3928820","title":"chakravala/Grassmann.jl v0.5.16","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Forest ecology and management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Process (computing); Identification (biology); Work (physics); Product (mathematics)","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":[0.001086456,0.00180827,0.001062125,0.002796791,0.0007500587,0.003543022,0.002575117,0.001486506,0.7016914],"category_scores_gemma":[0.001902112,0.001045191,0.001256239,0.002090053,0.0005472231,0.001950699,0.003036982,0.001270758,0.7276852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009411599,"about_ca_system_score_gemma":0.001166978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121516,"about_ca_topic_score_gemma":0.01258386,"domain_scores_codex":[0.9994967,0.00005086321,0.00002680224,0.0001003871,0.000223439,0.0001018652],"domain_scores_gemma":[0.9991642,0.0001208544,0.00005768078,0.0002592945,0.0001697573,0.0002282958],"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":[0.0001816861,0.00004081146,0.0002856024,0.0004113236,0.00002311848,0.00005542303,0.00004332037,0.0006525919,0.001236238,0.003580162,0.8983342,0.09515554],"study_design_scores_gemma":[0.00007383603,0.00002810515,0.0005253789,0.0001009695,0.000009962665,0.00007187348,0.00002035252,0.0008336162,0.0009406339,0.003414835,0.9939516,0.00002874968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001585964,0.001025735,0.02770666,0.001128916,0.0007524982,0.0002789597,0.2104642,0.2904502,0.466607],"genre_scores_gemma":[0.01319822,0.001232529,0.02762218,0.001206243,0.0002443042,0.0005142918,0.290644,0.1816386,0.4836996],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.7016914,"threshold_uncertainty_score":0.425501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772832067358291,"score_gpt":0.2110445451665606,"score_spread":0.1933162244929777,"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."}}