{"id":"W7097028748","doi":"","title":"STATISTICAL EVALUATION OF PERIPHYTON SAMPLES FROM MONTANA REFERENCE STREAMS Prepared By:","year":2007,"lang":"en","type":"article","venue":"","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periphyton; STREAMS; Diatom; Hydrology (agriculture); Continental shelf; Water quality","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":[0.001531244,0.000241919,0.0002465782,0.001853738,0.0005231687,0.0004178034,0.0003745263,0.0002210658,0.002719781],"category_scores_gemma":[0.004455066,0.0001149717,0.0003582049,0.001497377,0.0003596487,0.0001566688,0.000448925,0.0003023057,0.0002610718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000630018,"about_ca_system_score_gemma":0.0006306229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008390104,"about_ca_topic_score_gemma":0.02110361,"domain_scores_codex":[0.9981449,0.0003404009,0.0002855575,0.0005447001,0.0005469019,0.0001375825],"domain_scores_gemma":[0.9959525,0.001446358,0.0006578114,0.0002971473,0.001319627,0.0003264415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001278319,0.0001543056,0.9578349,0.00008470922,0.000247793,0.0002008724,0.0002258574,0.0002836163,0.009590664,0.0001074912,0.002568855,0.02742263],"study_design_scores_gemma":[0.00001073761,0.0003082008,0.9963779,0.000005525824,0.00004179885,0.00006668796,0.0002668928,0.0006356961,0.001388323,0.00001792682,0.000876068,0.00000420494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990094,0.00008866303,0.002153837,0.00004930819,0.00003295514,0.0002838608,0.005806845,0.00006132536,0.001429164],"genre_scores_gemma":[0.9806286,0.0000438422,0.004597093,0.00005737755,0.00003662091,0.000668771,0.01105283,0.00002494163,0.002890029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008390104,"threshold_uncertainty_score":0.01668251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0708474081408356,"score_gpt":0.3668279415085385,"score_spread":0.2959805333677029,"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."}}