{"id":"W6930222124","doi":"10.5281/zenodo.1292126","title":"PredictiveEcology/SpaDES.tools: v2.0.6","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Dependency (UML); Documentation; Sketch; Process (computing); Identification (biology)","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":[0.004806978,0.004335532,0.002809068,0.005676826,0.001129638,0.005111826,0.007616036,0.002379623,0.4590439],"category_scores_gemma":[0.02235336,0.005655657,0.004008376,0.003075053,0.0009522579,0.005613076,0.005208192,0.004517053,0.45017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179834,"about_ca_system_score_gemma":0.002585642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005132093,"about_ca_topic_score_gemma":0.005737029,"domain_scores_codex":[0.9979683,0.0003020525,0.0002135312,0.0005989133,0.0006781103,0.0002391418],"domain_scores_gemma":[0.9892453,0.00463272,0.000616406,0.002715766,0.002199792,0.0005900704],"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":[0.0001191481,0.00002637826,0.000949498,0.0006730451,0.0001050538,0.00009425676,0.00009007005,0.000615593,0.0005907893,0.001930884,0.9718179,0.02298742],"study_design_scores_gemma":[0.0003583402,0.00004232996,0.002046037,0.0003239794,0.0001196124,0.0003329987,0.00005240803,0.007407837,0.007229564,0.01227497,0.9696155,0.0001965754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005420974,0.0002793976,0.05173415,0.0004903205,0.0003449988,0.0002174509,0.1161586,0.8160316,0.0142014],"genre_scores_gemma":[0.007117404,0.0004441658,0.05147447,0.001013991,0.0002537797,0.001047552,0.1819371,0.7249392,0.03177239],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4590439,"threshold_uncertainty_score":0.7716082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.081065120945238,"score_gpt":0.3273400624533271,"score_spread":0.2462749415080891,"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."}}