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Use of Fourier Transform Infrared (FT IR) Diffuse Reflectance Spectroscopy and Hamming Distances to Study the Phycocolloid Chemosystematics of the Red Algae (Rhodophta)","year":2003,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Biology; Diffuse reflectance infrared fourier transform; Hamming distance; Biological system; Botany; Mathematics; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002032813,0.0006272436,0.0004386185,0.003899976,0.0003290796,0.0008236361,0.0005909824,0.0003374028,0.0009498753],"category_scores_gemma":[0.002808673,0.0002375098,0.0004923173,0.003050723,0.00077082,0.0009880696,0.000815702,0.0007657062,0.0004075076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003257674,"about_ca_system_score_gemma":0.0005471386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279457,"about_ca_topic_score_gemma":0.001667636,"domain_scores_codex":[0.9988002,0.0003881805,0.00008708498,0.0002752074,0.0003972113,0.00005221022],"domain_scores_gemma":[0.9979478,0.000988675,0.0004540358,0.0001525443,0.000350442,0.0001064281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005449148,0.0005525698,0.05554019,0.0007454469,0.0003814963,0.0003676306,0.001231175,0.01482324,0.3432731,0.01592738,0.00058851,0.5660242],"study_design_scores_gemma":[0.0001207423,0.004036115,0.4015571,0.000161389,0.0003873977,0.00330331,0.002963566,0.2920132,0.2476342,0.02817381,0.01913496,0.0005144078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3983982,0.001309662,0.5952522,0.00008032942,0.00005911517,0.0002068807,0.0005321946,0.0002294362,0.003932022],"genre_scores_gemma":[0.4222547,0.0008225053,0.5747097,0.00002607499,0.0000277984,0.0001690779,0.0005857556,0.00003945656,0.001364933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003899976,"threshold_uncertainty_score":0.01075071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384465211152047,"score_gpt":0.2441281905893913,"score_spread":0.2202835384778708,"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."}}