{"id":"W3208837531","doi":"10.5281/zenodo.1445736","title":"mikeyEcology/MLWIC: MLWIC","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":[0.002863049,0.003987601,0.003290823,0.003313292,0.001238351,0.004501379,0.005795829,0.001884995,0.1175697],"category_scores_gemma":[0.01126586,0.002371691,0.003603,0.002618403,0.00105076,0.003539739,0.0041636,0.003380341,0.1581028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106026,"about_ca_system_score_gemma":0.002380236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00690427,"about_ca_topic_score_gemma":0.008526483,"domain_scores_codex":[0.9980417,0.0002872035,0.0001229583,0.0007157167,0.0005927335,0.0002396948],"domain_scores_gemma":[0.9973399,0.0008754341,0.000344368,0.0007260158,0.000499916,0.0002143664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000441569,0.00007173727,0.005326755,0.001462296,0.0008059545,0.0001875047,0.0001747261,0.005748376,0.006560392,0.005380527,0.8987975,0.0750427],"study_design_scores_gemma":[0.0004686528,0.0001283977,0.009370481,0.0003456206,0.0003628415,0.0007395333,0.0000733019,0.09650513,0.03388398,0.01900825,0.8387467,0.0003670937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004569008,0.0009392469,0.205411,0.000472992,0.0005145909,0.0002395505,0.1583225,0.6205454,0.008985784],"genre_scores_gemma":[0.03158572,0.0007645353,0.2458206,0.0009560829,0.0002531987,0.001566512,0.2537795,0.4447037,0.02057028],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1175697,"threshold_uncertainty_score":0.39331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163538032872093,"score_gpt":0.2599754100427925,"score_spread":0.2436216067555831,"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."}}