{"id":"W6968023413","doi":"10.5281/zenodo.14328341","title":"Open Proposal ASSET: Generic CLUSTERING Mechanism, Task, Budget & Impact","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Task (project management); Outreach; Stakeholder; Cluster analysis; Field (mathematics); Cluster (spacecraft); Best practice; Alliance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03152431,0.001804893,0.001154862,0.006293653,0.003775598,0.01421294,0.005314887,0.006292063,0.4975641],"category_scores_gemma":[0.08189933,0.002800705,0.001386379,0.003805747,0.001897733,0.01125364,0.01206139,0.00322135,0.4057863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006205657,"about_ca_system_score_gemma":0.01542895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007278534,"about_ca_topic_score_gemma":0.004475304,"domain_scores_codex":[0.9826774,0.004652322,0.001714138,0.001638972,0.00730743,0.002009643],"domain_scores_gemma":[0.944242,0.01356805,0.002996975,0.01228254,0.01997859,0.006931887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002157974,0.0001771575,0.0004972728,0.0004234087,0.00001182062,0.00006701861,0.0003980406,0.0006729002,0.0008674296,0.02299916,0.8964697,0.0772003],"study_design_scores_gemma":[0.00009168449,0.00009967998,0.0007710307,0.0002414862,0.00001047804,0.00006772451,0.0002486635,0.001062384,0.0008618487,0.005022964,0.9914519,0.00007019438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004406297,0.0003740173,0.1202112,0.008697974,0.003790786,0.02115072,0.03563346,0.07233715,0.7333984],"genre_scores_gemma":[0.02710725,0.0004883583,0.1305719,0.002908179,0.001633816,0.02527283,0.05098007,0.03648692,0.7245506],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4975641,"threshold_uncertainty_score":0.7166638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299270411961477,"score_gpt":0.2543009469383787,"score_spread":0.221308242818764,"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."}}