{"id":"W6894055370","doi":"10.5281/zenodo.8356277","title":"Cite.Software","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Dementia Research Alliance","funders":"","keywords":"Software; Leverage (statistics); Plan (archaeology); Work (physics); Software walkthrough; Citation; Key (lock)","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01102255,0.002917215,0.002731729,0.009630823,0.002739308,0.01190025,0.007529942,0.005835372,0.3797001],"category_scores_gemma":[0.05960777,0.002707855,0.003103302,0.009805237,0.002106927,0.01399812,0.008516322,0.005842775,0.4351714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002654564,"about_ca_system_score_gemma":0.005766378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003906092,"about_ca_topic_score_gemma":0.003724955,"domain_scores_codex":[0.9910109,0.001450967,0.001084926,0.001374436,0.004502405,0.0005762816],"domain_scores_gemma":[0.9533114,0.01897642,0.002782434,0.01096495,0.01113587,0.002829047],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002373058,0.0000716787,0.0005621755,0.001274232,0.00006241383,0.0001316667,0.0002298275,0.0003219004,0.0008707393,0.01190076,0.8919727,0.09236458],"study_design_scores_gemma":[0.0001089862,0.00005419576,0.0007126705,0.0003020909,0.00003224163,0.0002104115,0.00005395848,0.001198553,0.00139082,0.01933428,0.9764882,0.0001135284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000644155,0.00108471,0.08624639,0.00282679,0.001128979,0.0005978191,0.05221424,0.7535571,0.1016998],"genre_scores_gemma":[0.01151813,0.002645955,0.1144415,0.005174569,0.001390804,0.001931083,0.2092551,0.4705357,0.1831072],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9889774,"threshold_uncertainty_score":0.8847826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.196913865510624,"score_gpt":0.3548807075345675,"score_spread":0.1579668420239435,"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."}}