{"id":"W7093362206","doi":"10.5281/zenodo.17411546","title":"Open Scholarship Garden","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Globalization, Historical Perspectives, and International Relations","field":"Social Sciences","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"],"consensus_categories":[],"category_scores_codex":[0.007948677,0.0004124473,0.0004213517,0.002370546,0.0100714,0.01116156,0.001602682,0.002031708,0.2479161],"category_scores_gemma":[0.01673995,0.0004514091,0.0003404897,0.005438677,0.00290177,0.005583334,0.008445859,0.003161728,0.04813673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005902658,"about_ca_system_score_gemma":0.01984631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02272828,"about_ca_topic_score_gemma":0.07303789,"domain_scores_codex":[0.9939004,0.001772153,0.000218208,0.0005922306,0.002849628,0.0006673319],"domain_scores_gemma":[0.9828183,0.004161272,0.0005295827,0.003577831,0.004684086,0.004228859],"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":[0.00009996122,0.0001561059,0.0005960406,0.0001893993,0.000002238258,0.000323799,0.009296248,0.0003381909,0.0005869291,0.1821748,0.7228394,0.08339696],"study_design_scores_gemma":[0.000006240236,0.000004254084,0.0002822815,0.00004035677,3.0318e-7,0.00003238654,0.001081383,0.00004579328,0.00009059325,0.001884415,0.9965259,0.000005972082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007985588,0.0006631084,0.01973704,0.01103063,0.003605595,0.0009011967,0.00867904,0.003467971,0.9439298],"genre_scores_gemma":[0.03972298,0.0004844565,0.01517249,0.001088471,0.0002181997,0.0008476684,0.004768458,0.001921133,0.9357761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9983973,"threshold_uncertainty_score":0.8293622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06217350053054087,"score_gpt":0.3389766433179868,"score_spread":0.2768031427874459,"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."}}