{"id":"W2991513022","doi":"10.2139/ssrn.3469191","title":"Research Foundation Review 2018","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Domtar (Canada); Occupational Cancer Research Centre","funders":"","keywords":"Foundation (evidence); Library science; Engineering ethics; Engineering; Political science; Computer science; Law","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":[0.003051265,0.0007691464,0.001216623,0.0050519,0.001045996,0.004484611,0.001509663,0.003365095,0.213706],"category_scores_gemma":[0.01987926,0.0004460385,0.0006860204,0.003822706,0.0009843596,0.003048155,0.002965519,0.003438851,0.2015853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002935826,"about_ca_system_score_gemma":0.009596717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467197,"about_ca_topic_score_gemma":0.004003019,"domain_scores_codex":[0.9978378,0.0003345853,0.0001656956,0.0002870544,0.001108737,0.0002660438],"domain_scores_gemma":[0.9860271,0.001829453,0.000877528,0.001055568,0.008002402,0.002207947],"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":[0.00002215582,0.000008947142,0.00006112565,0.0005224845,0.000008091075,0.00002325908,0.00001145102,0.00002392389,0.00008880686,0.002972771,0.8924012,0.1038557],"study_design_scores_gemma":[0.000003852676,0.000004830085,0.0001030134,0.0002575139,0.000004671062,0.00002865272,0.000007302488,0.000006822584,0.00002217627,0.0005962403,0.998963,0.000001962129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000736942,0.2870644,0.002579503,0.1476772,0.1866028,0.0003745944,0.006817601,0.0009174115,0.3672295],"genre_scores_gemma":[0.007218908,0.2923739,0.002355745,0.04443344,0.06786013,0.0005248212,0.00666668,0.0004979054,0.5780684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.213706,"threshold_uncertainty_score":0.7149178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881099053647701,"score_gpt":0.387690038243492,"score_spread":0.3488790477070149,"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."}}