{"id":"W7042458393","doi":"","title":"Open materials from ICIS-Ottawa 2022","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Section (typography); Table (database)","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":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001424843,0.001518361,0.001168109,0.003439864,0.003813269,0.009476994,0.002073186,0.002204002,0.8916795],"category_scores_gemma":[0.005177905,0.001157468,0.0008259767,0.003343684,0.00117274,0.003433071,0.004800121,0.002378983,0.7936129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006578083,"about_ca_system_score_gemma":0.01320403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1563823,"about_ca_topic_score_gemma":0.3470001,"domain_scores_codex":[0.9982957,0.00009238652,0.00005874007,0.0002127137,0.001050332,0.0002900603],"domain_scores_gemma":[0.9934948,0.0005173334,0.0001941834,0.0008685978,0.002495226,0.002429724],"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":[0.0000286978,0.00001464117,0.00003259557,0.00007032904,0.000001680642,0.00001760916,0.00002924373,0.000041048,0.0001462835,0.001238397,0.9851227,0.01325675],"study_design_scores_gemma":[0.000005230976,0.000004298766,0.000171932,0.00003219094,0.000001129163,0.000006424933,0.00003485945,0.00002265097,0.00009197847,0.0003478937,0.9992744,0.000006893992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"dataset","genre_scores_codex":[0.0002910424,0.0005661807,0.0009187442,0.001563824,0.002430184,0.0002248793,0.04802168,0.004507163,0.9414763],"genre_scores_gemma":[0.0006786282,0.0001984431,0.0004304621,0.0002136344,0.0001047381,0.00005582025,0.008715977,0.001485242,0.9881171],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9979268,"threshold_uncertainty_score":0.310944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948403751320759,"score_gpt":0.2788843232335879,"score_spread":0.2594002857203803,"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."}}