{"id":"W7055425689","doi":"","title":"Clustered research and development of Ag-based bioproducts","year":2015,"lang":"en","type":"other","venue":"NPARC","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioproducts; Production (economics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001688304,0.00008162845,0.0001148592,0.0001516919,0.00001545831,0.000007717746,0.00009608376,0.00009072306,0.0003788522],"category_scores_gemma":[0.000007595886,0.00007625409,0.000005343323,0.0001355337,0.00004968633,0.000006142925,0.00002281949,0.00009893246,0.00009333708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002746473,"about_ca_system_score_gemma":0.0000992455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005198393,"about_ca_topic_score_gemma":0.00003023915,"domain_scores_codex":[0.999475,0.000009815864,0.00009755903,0.0001250147,0.0001685346,0.000124087],"domain_scores_gemma":[0.9996413,0.0000125292,0.00001540199,0.0002232221,0.0000494121,0.00005815315],"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":[0.000001498972,0.00001458187,0.000002579575,0.0001890703,0.00001602158,4.53552e-7,0.00007217736,0.000006794457,0.008625475,0.00005375067,0.9884505,0.002567081],"study_design_scores_gemma":[0.000151096,0.000007917279,0.0000080018,0.00007747994,0.000002339977,2.791672e-7,0.000009989098,0.000259702,0.01104671,0.0002035094,0.9881449,0.0000880563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002751151,0.0004544946,0.001164668,0.0001188574,0.0000786093,0.0003775129,0.00006254565,0.0002151785,0.997253],"genre_scores_gemma":[0.0171339,0.0000515111,0.0738723,0.00001388351,0.0002378577,0.0001333056,0.000201776,0.0004441016,0.9079114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08934166,"threshold_uncertainty_score":0.4148166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08528422870042913,"score_gpt":0.2988685200689373,"score_spread":0.2135842913685082,"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."}}