{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003618385,0.0002488257,0.0002758983,0.0009215451,0.001084507,0.001923376,0.00116669,0.0001555799,0.07512189],"category_scores_gemma":[0.0002784866,0.0002513513,0.0001051344,0.0008709449,0.00009139018,0.0002081449,0.001019758,0.0002972579,0.0429145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004315573,"about_ca_system_score_gemma":0.000003872764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405474,"about_ca_topic_score_gemma":0.000002369681,"domain_scores_codex":[0.9985189,0.00004543163,0.0002211975,0.0005148388,0.000344706,0.0003549531],"domain_scores_gemma":[0.9989573,0.000008858104,0.0002266876,0.0004852102,0.0002928168,0.0000291165],"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":[0.00001192004,0.0000453231,0.000002240268,0.0001929337,0.0001091699,0.00002331339,0.0000154669,0.000007181168,0.0000206106,0.01103976,0.9682124,0.02031963],"study_design_scores_gemma":[0.0002721901,0.00001008378,0.00004541264,0.0001973473,0.00009511782,0.000005993906,0.0001140475,0.0001774812,0.000002184421,0.0005214722,0.9982939,0.0002648004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002594101,0.0002052465,0.0006928597,0.000715171,0.0002002363,0.0002303176,0.0001181539,0.001796283,0.9960158],"genre_scores_gemma":[0.006181094,0.0001148952,0.00008266159,0.0009656039,0.001786943,5.505534e-8,0.005691181,0.00551543,0.9796621],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03220739,"threshold_uncertainty_score":0.9999939,"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."}}