{"id":"W4406471354","doi":"10.1016/0967-0653(94)92505-4","title":"10.1016/0967-0653(94)92505-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quadrat; Transect; Benthic zone; Cover (algebra); Environmental science; Algae; Oceanography; Geography; Fishery; Ecology; Geology; Biology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001233405,0.003023677,0.002280406,0.0026142,0.003297971,0.004412283,0.003652134,0.005688417,0.9904761],"category_scores_gemma":[0.001526711,0.00132749,0.001756169,0.00263979,0.002789312,0.005529396,0.003538819,0.003000325,0.9932955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213093,"about_ca_system_score_gemma":0.000931364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004810212,"about_ca_topic_score_gemma":0.003979861,"domain_scores_codex":[0.9994023,0.00003501913,0.000051365,0.0002331631,0.0001411876,0.0001369844],"domain_scores_gemma":[0.9978136,0.0005709605,0.0001143632,0.0002545485,0.0005011662,0.0007454503],"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":[0.0005541131,0.0002947272,0.001000799,0.0008159808,0.00006169007,0.0003296499,0.0001484582,0.000532482,0.003265507,0.005712336,0.4093374,0.5779468],"study_design_scores_gemma":[0.00008083451,0.0001681784,0.0009323971,0.0003984388,0.00002095995,0.0004555737,0.0001783742,0.0002137529,0.0005031717,0.0007493715,0.9962673,0.00003171659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005391225,0.0004007399,0.0006215855,0.0004323729,0.0003559366,0.00012738,0.0007567368,0.0008852539,0.995881],"genre_scores_gemma":[0.0006450715,0.0002671574,0.0003367003,0.0002376097,0.00007861413,0.00006303102,0.0003861181,0.0001680487,0.9978176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009523869,"threshold_uncertainty_score":0.01358455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050406148226263,"score_gpt":0.2166176651094928,"score_spread":0.2061136036272302,"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."}}