{"id":"W4292757395","doi":"10.3897/biss.6.91407","title":"MaterialSample and its Properties","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Diversification (marketing strategy); Task (project management); Computer science; Task group; Work (physics); Biodiversity; Quarter (Canadian coin); Knowledge management; Data science; Geography; Engineering; Ecology; Business; Systems engineering; Engineering management; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0138682,0.001025662,0.001014195,0.006498083,0.004073197,0.01501033,0.003047534,0.0033865,0.05974941],"category_scores_gemma":[0.03279766,0.0009663836,0.001971045,0.005190424,0.005389811,0.01636919,0.007417917,0.005233598,0.02415553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003424832,"about_ca_system_score_gemma":0.00508644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004570696,"about_ca_topic_score_gemma":0.003262266,"domain_scores_codex":[0.9859201,0.003247717,0.00188786,0.00142301,0.006858861,0.000662428],"domain_scores_gemma":[0.9698161,0.01374021,0.001447369,0.007456971,0.006230664,0.001308659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001216663,0.0001010745,0.001389456,0.0006263619,0.00001381231,0.0001751739,0.001176044,0.000492072,0.001311735,0.6020176,0.2438725,0.1487026],"study_design_scores_gemma":[0.000007617212,0.00002021457,0.0003751904,0.0001376578,0.000006426649,0.0002005981,0.0001929082,0.0003932396,0.001245097,0.02779704,0.9696029,0.00002096945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0108053,0.004720672,0.4316586,0.0422637,0.006822935,0.001836799,0.0173508,0.0254367,0.4591046],"genre_scores_gemma":[0.1201824,0.008439723,0.5119057,0.02391378,0.007768037,0.005763116,0.06562448,0.02439292,0.2320099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05974941,"threshold_uncertainty_score":0.1998817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03346802578022656,"score_gpt":0.2634462753896388,"score_spread":0.2299782496094123,"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."}}