{"id":"W2578248166","doi":"10.1023/a:1004122331683","title":"Algamica: revisions to a key-based computerized counting program for free-living, attached, and benthic algae","year":2000,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Enumeration; Periphyton; Software; Algae; Computer science; Sample (material); Ecology; Biology; Mathematics; Physics; Operating system; Discrete mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003988243,0.0001674036,0.000261673,0.00005160524,0.0002015054,0.0001091692,0.0002591469,0.00009378146,0.001808598],"category_scores_gemma":[0.00008206359,0.0001304673,0.0000690458,0.0001586581,0.00005045806,0.00006733258,0.00003532675,0.00009419389,0.0001212967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003403574,"about_ca_system_score_gemma":0.00002820259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043894,"about_ca_topic_score_gemma":0.001571841,"domain_scores_codex":[0.9988409,0.00007145539,0.0002611864,0.0003734906,0.000082035,0.0003709889],"domain_scores_gemma":[0.9992517,0.0002701138,0.0000626702,0.0002520263,0.00003078259,0.0001327692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001494335,0.00009957433,0.2541258,0.0002007562,0.00004878052,0.000008875571,0.0001478606,0.002243896,0.0002549649,0.00004704147,0.006043258,0.7366297],"study_design_scores_gemma":[0.00135916,0.001809424,0.2149715,0.000334048,0.00004700561,0.00003259972,0.00004506849,0.4700441,0.00006007374,0.0001302026,0.310453,0.0007138475],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922608,0.0002001711,0.0007513951,0.0003112689,0.0001383559,0.001131937,0.0002181006,0.0001932997,0.004794738],"genre_scores_gemma":[0.9867588,0.00001463209,0.01186411,0.0006558584,0.0001038785,0.00002956244,0.0002687075,0.000005510626,0.0002989693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7359159,"threshold_uncertainty_score":0.9991039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311993162136069,"score_gpt":0.2326088643870223,"score_spread":0.2194889327656616,"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."}}