{"id":"W7080493206","doi":"10.5281/zenodo.17085310","title":"Analysis of Cross-Sectoral Collaboration. Deliverable 2.3 of the ShapingBio project","year":2024,"lang":"en","type":"article","venue":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"European Commission","keywords":"Deliverable; Corporate governance; Resource (disambiguation); Key (lock); Work (physics); Value (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.01266371,0.0005995121,0.0004780602,0.005863693,0.001193761,0.00310258,0.0009147217,0.0007545283,0.02243909],"category_scores_gemma":[0.03667049,0.000395809,0.0009879053,0.01060347,0.0004171503,0.002988798,0.005265753,0.0008547066,0.00659865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002430769,"about_ca_system_score_gemma":0.006134887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180915,"about_ca_topic_score_gemma":0.007858506,"domain_scores_codex":[0.9858909,0.005532905,0.0009813814,0.001239718,0.005305298,0.001049824],"domain_scores_gemma":[0.9658866,0.01896412,0.004239418,0.002831463,0.007045547,0.001032812],"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":[0.0007750609,0.0005813761,0.1694597,0.006105018,0.0005076475,0.0009656512,0.03283399,0.009519817,0.00410903,0.0517622,0.1944977,0.5288828],"study_design_scores_gemma":[0.0001312704,0.0005520727,0.2623492,0.002255111,0.0002355523,0.0006673623,0.05330199,0.0144811,0.005780576,0.03730994,0.6227378,0.0001979858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.369488,0.003826643,0.1790086,0.006199647,0.0007961586,0.004945776,0.2642797,0.003954352,0.1675011],"genre_scores_gemma":[0.6589379,0.002298231,0.09390542,0.0004709624,0.0001191651,0.006004422,0.1869704,0.001294738,0.04999874],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02243909,"threshold_uncertainty_score":0.07506627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482694149886166,"score_gpt":0.2983436611828882,"score_spread":0.2735167196840265,"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."}}