{"id":"W7116425616","doi":"10.5281/zenodo.17986457","title":"D8.1 - Implementation report on support for \"early adopters\" and training interventions","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Information Architecture and Usability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"European Commission","keywords":"Deliverable; Bridging (networking); Psychological intervention; Training (meteorology); Best practice; Community of practice","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":[],"consensus_categories":[],"category_scores_codex":[0.0009073725,0.00008542616,0.0000942573,0.0002433134,0.001233897,0.0006786555,0.0005244701,0.00002957142,0.0006366143],"category_scores_gemma":[0.0002769369,0.000087811,0.00006561801,0.0003184129,0.00005661702,0.0004062088,0.00048827,0.0001144718,0.0001818191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000677426,"about_ca_system_score_gemma":0.00000848717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005835275,"about_ca_topic_score_gemma":6.647203e-7,"domain_scores_codex":[0.9989184,0.00009713612,0.0003214291,0.0002849829,0.000168267,0.0002098347],"domain_scores_gemma":[0.999158,0.00003598959,0.0001055921,0.0003554428,0.0002749105,0.00007005425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003714027,0.00006730848,0.00002501238,0.0001368575,0.0000422478,0.000007481385,0.005412048,0.00002893521,0.0001737538,0.1029804,0.03897415,0.8521147],"study_design_scores_gemma":[0.00076531,0.0004944233,0.00727713,0.00004839835,0.00001315403,0.0001099463,0.0004740126,0.001288196,0.0004527298,0.003071702,0.9858547,0.0001503151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02585459,0.000009780896,0.8745045,0.002789117,0.0002227257,0.0008812372,0.000087696,0.000655428,0.0949949],"genre_scores_gemma":[0.991989,0.000005407692,0.005726367,0.0005539844,0.00004085228,3.699586e-7,0.0006869065,0.0001287239,0.0008683729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9661344,"threshold_uncertainty_score":0.9490263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05287053110687381,"score_gpt":0.3199307992211249,"score_spread":0.2670602681142511,"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."}}