{"id":"W6967894418","doi":"10.5281/zenodo.15186406","title":"mannaandpoem/OpenManus: v0.2.0","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Strategic Planning and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apache (Canada); Fractal Systems (Canada)","funders":"","keywords":"Process (computing); Work (physics); Set (abstract data type)","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":[0.002970822,0.002765837,0.001238513,0.00244153,0.001317606,0.00922241,0.004479879,0.00428953,0.6268452],"category_scores_gemma":[0.006822565,0.001712994,0.001354249,0.002229589,0.001219345,0.007427828,0.005944858,0.003341106,0.7474325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356559,"about_ca_system_score_gemma":0.001876697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004965787,"about_ca_topic_score_gemma":0.00281923,"domain_scores_codex":[0.9982868,0.0002463501,0.00009505507,0.0002684192,0.0007189343,0.000384403],"domain_scores_gemma":[0.997861,0.000352926,0.0001425522,0.0006629305,0.0004754479,0.0005052441],"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":[0.0003053058,0.00005207519,0.0001610503,0.000359793,0.00001890148,0.0000828109,0.0000963213,0.0004874998,0.0010779,0.0152505,0.928897,0.05321089],"study_design_scores_gemma":[0.00005387537,0.00002826546,0.0001444233,0.0001035846,0.000005540622,0.00006697205,0.00001942247,0.0007313672,0.001577817,0.006673099,0.9905572,0.00003843637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001403179,0.001191852,0.03597426,0.001538088,0.001561267,0.0003492452,0.06408814,0.3544392,0.5394548],"genre_scores_gemma":[0.01636616,0.001127018,0.02231213,0.001443198,0.0005716431,0.0006268011,0.132929,0.3436975,0.4809265],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.6268452,"threshold_uncertainty_score":0.5322599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0326935193486259,"score_gpt":0.2334084183487325,"score_spread":0.2007148990001066,"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."}}