{"id":"W6925161090","doi":"10.17605/osf.io/xw9np","title":"Project spark iteration","year":2024,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interpretability; Falsifiability; Probabilistic logic; Salience (neuroscience); Narrative; Scale (ratio); Unobservable; Constraint (computer-aided design); Natural language understanding","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003040963,0.002282071,0.001686646,0.001988831,0.001719029,0.00672937,0.004830503,0.001939035,0.2803419],"category_scores_gemma":[0.01050011,0.001140818,0.002487713,0.002254151,0.0009864517,0.005249438,0.007402884,0.002878857,0.2314567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258753,"about_ca_system_score_gemma":0.003767711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003475102,"about_ca_topic_score_gemma":0.003581448,"domain_scores_codex":[0.9967315,0.0007259689,0.0002390973,0.0009875647,0.0008620501,0.000453832],"domain_scores_gemma":[0.9966298,0.0006003814,0.00009912966,0.001368781,0.000881862,0.0004200924],"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":[0.0003352235,0.00008071686,0.0004780289,0.0005444851,0.00005448451,0.0001012793,0.0002310709,0.001897951,0.0009056821,0.03812148,0.8755971,0.08165246],"study_design_scores_gemma":[0.0001163567,0.00002756449,0.0002347544,0.00009080624,0.00001882997,0.0001016008,0.0001438201,0.006480248,0.001523463,0.03052005,0.9607109,0.00003143955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004257042,0.001097193,0.2200409,0.003448814,0.003800571,0.001166846,0.06458613,0.3115145,0.3900879],"genre_scores_gemma":[0.05528839,0.001763768,0.301849,0.00294763,0.0008954848,0.00381035,0.2156207,0.1541682,0.2636564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7196581,"threshold_uncertainty_score":0.9378372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851727964096954,"score_gpt":0.2768201712389614,"score_spread":0.2583028915979918,"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."}}