{"id":"W2244132455","doi":"10.5281/zenodo.10267","title":"Phon 1.7.0alpha3","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Inorganic Chemistry and Materials","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science","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":[0.001679181,0.003114298,0.002748651,0.002997086,0.001046033,0.004555467,0.006573548,0.002260407,0.6782444],"category_scores_gemma":[0.004107676,0.002766433,0.001882411,0.00224237,0.0006866569,0.004465138,0.003853908,0.002945138,0.7373684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009165595,"about_ca_system_score_gemma":0.0009506788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001584985,"about_ca_topic_score_gemma":0.001332476,"domain_scores_codex":[0.9988426,0.0001131053,0.0001034892,0.0003102565,0.0004068658,0.0002236734],"domain_scores_gemma":[0.9981543,0.0003605766,0.00009762005,0.0006705372,0.0004088833,0.0003081444],"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":[0.0007517608,0.00008203206,0.0006741576,0.001021088,0.00005900855,0.0001102898,0.0001147032,0.0006847805,0.008229923,0.007007981,0.8872167,0.09404755],"study_design_scores_gemma":[0.0001738393,0.00009471688,0.0008083837,0.0001519474,0.00004573247,0.0002190518,0.00003211232,0.001826465,0.009259515,0.007327321,0.9799578,0.0001030399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001423499,0.0007195536,0.07871599,0.0003827447,0.0006077504,0.0004119037,0.1274653,0.6499123,0.140361],"genre_scores_gemma":[0.01405857,0.0008395364,0.05275521,0.0009080427,0.0003335464,0.000978578,0.2723675,0.4555508,0.2022083],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6782444,"threshold_uncertainty_score":0.4589453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02023983500276836,"score_gpt":0.2221199805062643,"score_spread":0.201880145503496,"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."}}