{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001825467,0.0003276567,0.0003977157,0.0002490327,0.00002989476,0.00003735019,0.0004177713,0.0003656076,0.003466208],"category_scores_gemma":[0.00009383653,0.0003291641,0.0001074124,0.0001525864,0.00006228414,0.00002594547,0.0001276396,0.0003237615,0.1320353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007763294,"about_ca_system_score_gemma":0.00009089508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005021324,"about_ca_topic_score_gemma":0.000156766,"domain_scores_codex":[0.9985579,0.00005306955,0.0002122549,0.0004596049,0.0002835759,0.0004336398],"domain_scores_gemma":[0.9987347,0.00002744539,0.0003806127,0.0007358487,0.00002550508,0.00009587906],"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":[0.000004749948,0.00001691895,0.002380845,0.00008277826,0.00006622091,0.00001646809,0.00004224263,0.000002707909,0.00008678927,0.0005762099,0.996246,0.0004780652],"study_design_scores_gemma":[0.0003438642,0.00001242834,0.00007893008,0.0002559457,0.00005340607,0.000006831212,0.00001936483,0.000104997,0.00003842238,0.00007054493,0.998624,0.0003912636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002410106,0.0007879203,0.00002439572,0.00002681764,0.0006036327,0.0003103343,0.000386504,0.001184179,0.9964352],"genre_scores_gemma":[0.002594403,0.00001022803,0.0005116254,0.0001128106,0.0009045791,0.000001293271,0.0001353865,0.003792166,0.9919375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1285691,"threshold_uncertainty_score":0.999916,"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."}}