{"id":"W4393209406","doi":"10.21638/spbu11.2023.308","title":"The path to science","year":2023,"lang":"en","type":"article","venue":"Vestnik of Saint Petersburg University Medicine","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Path (computing); Computer science; Psychology; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.01382456,0.001263722,0.001750891,0.00280713,0.006561414,0.01548479,0.002032061,0.005970084,0.01606821],"category_scores_gemma":[0.01844175,0.0005438111,0.0008167615,0.001585735,0.05747692,0.02511711,0.01139763,0.02138321,0.008621504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007259609,"about_ca_system_score_gemma":0.01100188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002799597,"about_ca_topic_score_gemma":0.002368054,"domain_scores_codex":[0.9875879,0.005630484,0.0004915925,0.002413807,0.00282365,0.001052518],"domain_scores_gemma":[0.9852995,0.007918904,0.000659389,0.002067985,0.002058636,0.001995571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002689249,0.00003364978,0.0002085368,0.0002158995,0.0000214151,0.0000755052,0.00287547,0.00009982277,0.0001279582,0.804126,0.1671802,0.02500865],"study_design_scores_gemma":[0.00001113538,0.00002392127,0.0001089205,0.0003921613,0.000003239233,0.00009821563,0.00114719,0.00007741908,0.00005007531,0.3331912,0.6648837,0.00001277444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001986381,0.1711123,0.009721072,0.6163409,0.02426296,0.00007391753,0.0002517541,0.000238676,0.176012],"genre_scores_gemma":[0.2014828,0.1913829,0.02487163,0.3369771,0.0387974,0.0006536518,0.0005764393,0.0008677717,0.2043903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01606821,"threshold_uncertainty_score":0.07311207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07838068848566516,"score_gpt":0.3935590267697827,"score_spread":0.3151783382841175,"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."}}