{"id":"W760506498","doi":"","title":"Diatom Research and Consulting data on sub-Saharan African DEs. Originals with Zlatko Korunic, Diatom ResearchandConsulting, Canada, zkorunic@rogers.com. Electronic copies with: Zlatko Korunic; Tanya Stathers, NRI, UK; William Riwa, MAFS, Tanzania; and Brighton Mvumi, UZ, Zimbabwe. Photographic collections fr","year":2005,"lang":"en","type":"article","venue":"","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diatom; Library science; Computer science; Oceanography; Geology","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":[0.0007936436,0.0007524151,0.0003576546,0.006630477,0.001080802,0.0007918529,0.0006583752,0.0002896683,0.1547031],"category_scores_gemma":[0.002403891,0.0003525846,0.0003216766,0.01316144,0.0002190843,0.0005906007,0.0009111319,0.0006248495,0.04657703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528332,"about_ca_system_score_gemma":0.002405236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07508636,"about_ca_topic_score_gemma":0.1589285,"domain_scores_codex":[0.9994594,0.00004375226,0.00005391349,0.00009408608,0.000251822,0.00009689946],"domain_scores_gemma":[0.997911,0.0002036744,0.0002520734,0.0003492792,0.001059516,0.0002244295],"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":[0.0001903711,0.00003120696,0.00827697,0.0005272114,0.00002174253,0.000135592,0.0002578292,0.00008917513,0.001601556,0.001675051,0.8410707,0.1461226],"study_design_scores_gemma":[0.00001564147,0.00001243142,0.03288794,0.00006563497,0.00001412907,0.00006211931,0.0002139107,0.00003322833,0.001053384,0.0003655222,0.9652697,0.000006389111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01283976,0.008082689,0.001323515,0.003242595,0.0015376,0.0002913696,0.7643216,0.00060059,0.2077603],"genre_scores_gemma":[0.05049334,0.01124591,0.006058252,0.000363004,0.0003917826,0.0003289424,0.4943654,0.0004973739,0.436256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8452969,"threshold_uncertainty_score":0.5175334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387495759606178,"score_gpt":0.2986599203321828,"score_spread":0.259910344371565,"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."}}