{"id":"W6949568166","doi":"10.5281/zenodo.15115381","title":"IP4OS Milestone 3 - IP4OS Campaign Strategy","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Miller Group (Canada)","funders":"European Commission","keywords":"Milestone; SWOT analysis; Outreach; Agile software development; Stakeholder engagement; Strategic planning; Plan (archaeology); Stakeholder","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02087037,0.001068757,0.0003093176,0.002558429,0.003132109,0.006352051,0.001677464,0.005051239,0.03117468],"category_scores_gemma":[0.01063035,0.0005470554,0.0007175568,0.0009430952,0.001656978,0.002948674,0.009908793,0.004242172,0.01267987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005669153,"about_ca_system_score_gemma":0.02765382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003892681,"about_ca_topic_score_gemma":0.004461654,"domain_scores_codex":[0.9901816,0.002596456,0.0002414247,0.0007750576,0.00258007,0.003625386],"domain_scores_gemma":[0.9885068,0.001854784,0.0007663618,0.0005630303,0.002319993,0.005989041],"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":[0.001932642,0.0025929,0.01208277,0.002540146,0.00008104703,0.001330731,0.01164945,0.001861214,0.01841552,0.1932222,0.4329448,0.3213466],"study_design_scores_gemma":[0.000204664,0.00076424,0.006831696,0.0003641204,0.00001541566,0.0001686638,0.002349434,0.0004395168,0.003698832,0.005637953,0.9794955,0.00003005316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.1302999,0.002126096,0.07583867,0.06356823,0.004189036,0.04125716,0.01053083,0.003606907,0.6685831],"genre_scores_gemma":[0.4589219,0.001477815,0.06466652,0.04044776,0.00171995,0.05331948,0.01311812,0.001326504,0.365002],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.9983225,"threshold_uncertainty_score":0.1103744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07301165875674254,"score_gpt":0.3122834978161512,"score_spread":0.2392718390594086,"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."}}