{"id":"W6931558491","doi":"10.5281/zenodo.5845537","title":"D4.4 - Predictive Algorithms v2","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian AIDS Treatment Information Exchange","funders":"European Commission","keywords":"Deliverable; Quality (philosophy); Time series; Production (economics); Technology forecasting; Data quality","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":[0.003463001,0.001883526,0.001647514,0.001391201,0.0006667246,0.003935125,0.003588961,0.002526499,0.09524671],"category_scores_gemma":[0.0149271,0.0009254779,0.002032511,0.002122593,0.0007095034,0.002063813,0.002318032,0.003736247,0.06456983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398433,"about_ca_system_score_gemma":0.00263891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114861,"about_ca_topic_score_gemma":0.005555718,"domain_scores_codex":[0.9973012,0.0007086333,0.0001651702,0.0003962098,0.001212836,0.0002160192],"domain_scores_gemma":[0.995927,0.001820378,0.0000983774,0.0009007,0.001161929,0.0000914798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003513731,0.0001530751,0.001019213,0.0006742521,0.0002108003,0.0001056909,0.00006207987,0.3188473,0.002041165,0.0779299,0.2264045,0.3722007],"study_design_scores_gemma":[0.00009531431,0.00006541417,0.0003550063,0.0001845865,0.00003899973,0.00008932815,0.00003773946,0.7894288,0.004274735,0.08189718,0.1234865,0.00004634487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001139553,0.001226524,0.9398871,0.001223268,0.0008777774,0.0002103145,0.005977787,0.0166669,0.03279083],"genre_scores_gemma":[0.08945088,0.003359144,0.7774838,0.001869595,0.001313958,0.001318705,0.04118337,0.009592863,0.07442766],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09524671,"threshold_uncertainty_score":0.3186319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4600617377092396,"score_gpt":0.402298141441583,"score_spread":0.05776359626765659,"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."}}