{"id":"W7093318943","doi":"10.5281/zenodo.17411547","title":"Open Scholarship Garden","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Corporate Management and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; Context (archaeology); Session (web analytics); Documentation; Work (physics); Engaged scholarship","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008879052,0.000440322,0.0004492144,0.002352087,0.009314618,0.01214986,0.001632556,0.00233751,0.3049222],"category_scores_gemma":[0.019251,0.0004977327,0.0003823937,0.004643887,0.002558073,0.005640809,0.008709392,0.003745863,0.08108986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005522619,"about_ca_system_score_gemma":0.02004789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01892935,"about_ca_topic_score_gemma":0.06355879,"domain_scores_codex":[0.9931056,0.001644198,0.0002467758,0.0006690547,0.003582666,0.000751792],"domain_scores_gemma":[0.9797791,0.004367271,0.0005651376,0.003605058,0.006260731,0.005422619],"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":[0.00007580761,0.0001036062,0.0003192241,0.000138554,0.00000163088,0.0002134262,0.003868681,0.0002332644,0.0005388733,0.1091121,0.823809,0.06158581],"study_design_scores_gemma":[0.000004669576,0.000003432821,0.0001641769,0.000030266,2.264697e-7,0.00002364456,0.0004148627,0.0000303258,0.00006472547,0.00117888,0.9980798,0.000005027035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00507291,0.0007919585,0.02272289,0.01383618,0.006206605,0.0009528599,0.008891962,0.004929828,0.936595],"genre_scores_gemma":[0.0215614,0.0004502013,0.01291013,0.001276869,0.0003070354,0.0006336613,0.004246658,0.002234295,0.9563797],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9983674,"threshold_uncertainty_score":0.9914441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08464306012487686,"score_gpt":0.2610653144115042,"score_spread":0.1764222542866273,"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."}}