{"id":"W2917021036","doi":"10.5281/zenodo.16910","title":"phon: Phon 2.0.7","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","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":[],"consensus_categories":[],"category_scores_codex":[0.001468364,0.002338122,0.001703629,0.00381344,0.0008228108,0.00296579,0.002477298,0.001730806,0.1494428],"category_scores_gemma":[0.00422005,0.002066366,0.001458872,0.001576764,0.0007062124,0.003840651,0.002790096,0.002577774,0.08265068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004004534,"about_ca_system_score_gemma":0.0009602815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079918,"about_ca_topic_score_gemma":0.001386269,"domain_scores_codex":[0.9991413,0.00009369749,0.0001157204,0.0002494238,0.0002825766,0.0001171792],"domain_scores_gemma":[0.9987638,0.0006621027,0.0001050769,0.0002379487,0.0001669037,0.00006407162],"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":[0.00113432,0.0002443292,0.004600741,0.002111529,0.0002529636,0.0007387635,0.0006662381,0.001965551,0.02762611,0.01680135,0.6327908,0.3110673],"study_design_scores_gemma":[0.0006979771,0.0002992331,0.01033258,0.0004496845,0.000248035,0.002622457,0.0003720919,0.05395846,0.1078196,0.05042327,0.772271,0.0005055637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003909206,0.000248695,0.1969978,0.0001800473,0.0002918161,0.000214466,0.02800393,0.7552111,0.01494288],"genre_scores_gemma":[0.06642944,0.0007166477,0.3808227,0.0007254257,0.0004110416,0.001411507,0.1141058,0.3967007,0.03867674],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1494428,"threshold_uncertainty_score":0.499936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.053401055627259,"score_gpt":0.2690139581509805,"score_spread":0.2156129025237215,"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."}}