{"id":"W2765522176","doi":"10.26685/urncst.14","title":"Research Fundamentals: The Research Question, Outcomes, and Background","year":2017,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Protocol (science); Publishing; Research proposal; Research design; Computer science; Engineering ethics; Library science; Data science; Social science; Sociology; Alternative medicine; Medicine; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.1541486,0.00161419,0.002152194,0.004677079,0.003042485,0.008549037,0.002586626,0.005399292,0.01054036],"category_scores_gemma":[0.2153078,0.001618248,0.001401498,0.00347848,0.00915218,0.008409064,0.004356194,0.01224522,0.006815045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006465937,"about_ca_system_score_gemma":0.03600675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442714,"about_ca_topic_score_gemma":0.001324515,"domain_scores_codex":[0.907285,0.06078121,0.01369369,0.004246831,0.0128699,0.00112332],"domain_scores_gemma":[0.8213761,0.1304816,0.008757017,0.008259697,0.02745621,0.003669282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006774488,0.001073751,0.002635309,0.02213712,0.00007186973,0.0004046895,0.01455187,0.0007820571,0.003123368,0.3844432,0.123812,0.4462873],"study_design_scores_gemma":[0.0003086394,0.001506427,0.004548742,0.02941842,0.0001135467,0.001456845,0.006774967,0.001206279,0.003154881,0.2520983,0.6991945,0.0002183988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01103149,0.05087683,0.5091988,0.1624203,0.02961231,0.1361434,0.005456225,0.0008472393,0.09441335],"genre_scores_gemma":[0.03630431,0.04103748,0.6625084,0.0354335,0.007181344,0.2031037,0.002394903,0.0003499747,0.01168642],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1541486,"threshold_uncertainty_score":0.8152252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2054746144310876,"score_gpt":0.5549912437481034,"score_spread":0.3495166293170158,"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."}}