{"id":"W6944919623","doi":"10.24433/co.9167809.v1","title":"LabPal Sorting Demo","year":2019,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Toolchain; Sorting; Key (lock); Automation; Software","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003163432,0.002014538,0.001408813,0.003796912,0.001551868,0.005795574,0.003559166,0.001532659,0.3413026],"category_scores_gemma":[0.01110414,0.001639608,0.00172612,0.001994078,0.001117298,0.006432255,0.006454591,0.002490733,0.2120101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002141924,"about_ca_system_score_gemma":0.002645821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003161047,"about_ca_topic_score_gemma":0.004871544,"domain_scores_codex":[0.9976973,0.0003729272,0.0001583807,0.0004152515,0.001054987,0.0003011061],"domain_scores_gemma":[0.9916461,0.001675644,0.0001888361,0.004430269,0.001524143,0.0005351215],"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":[0.0008917505,0.0001658422,0.0009080778,0.0006205925,0.00005800825,0.0001564464,0.0002128684,0.001569255,0.006800692,0.03024335,0.8132265,0.1451466],"study_design_scores_gemma":[0.0001828947,0.00007143132,0.0007554952,0.0001508856,0.00002942746,0.0001571354,0.0001138701,0.009052754,0.02502902,0.03070977,0.9336416,0.0001057915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003229277,0.0003077551,0.1821893,0.001410777,0.0007107086,0.0006285071,0.04685623,0.57994,0.1847276],"genre_scores_gemma":[0.0700979,0.0008918399,0.3166606,0.004709404,0.0003935813,0.004006578,0.1505761,0.1975147,0.2551493],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3413026,"threshold_uncertainty_score":0.9395518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020365794028198,"score_gpt":0.2695224233214472,"score_spread":0.2491566292932492,"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."}}