{"id":"W3158009820","doi":"10.7490/f1000research.1117303.1","title":"What does 1.0 take? MISO LIMS after 9 years of development","year":2019,"lang":"en","type":"article","venue":"Open MIND","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; Ontario Institute for Cancer Research","funders":"","keywords":"Open peer review; Plant biology; Physiology; Medicine; Neuroscience; Anesthesiology; Biology; Anesthesia; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.00007240554,0.00005875379,0.0001186767,0.00003414836,0.000004924715,0.00007444642,0.0002234403,0.00005446481,0.0007712517],"category_scores_gemma":[0.00000301911,0.00004641515,0.00001556375,0.00004913152,0.000009994717,0.0002181453,0.00009850367,0.00004297322,0.0007538155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001603321,"about_ca_system_score_gemma":0.00001282002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006266781,"about_ca_topic_score_gemma":0.00005097436,"domain_scores_codex":[0.9996126,0.000002886825,0.0001255825,0.00009269775,0.00006335873,0.0001028944],"domain_scores_gemma":[0.9997543,0.000008822019,0.00001763007,0.000195346,0.000008626244,0.00001525484],"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":[0.00001515675,0.00003258548,0.007247588,0.00009364921,0.0001235546,0.00002416663,0.005149856,0.0001061135,0.01268212,0.00002773162,0.0005789693,0.9739185],"study_design_scores_gemma":[0.0002380159,0.00001969779,0.01333747,0.000252197,0.000004336633,0.000002265848,0.00154649,0.00005997124,0.1490537,0.00002129857,0.8352777,0.0001868394],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938112,0.0005171431,0.00002101668,0.00001409793,0.0006154609,0.0001670449,0.000002420382,0.000007922219,0.004843657],"genre_scores_gemma":[0.9939165,0.00003081599,0.003484019,0.000002735993,0.000006819427,0.00001347679,0.000001391534,0.000009421603,0.002534875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9737316,"threshold_uncertainty_score":0.9689025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173264153662904,"score_gpt":0.2215271748965057,"score_spread":0.2097945333598767,"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."}}