{"id":"W3017338810","doi":"10.30834/kjp.33.1.2020.188","title":"How to choose research topic?","year":2020,"lang":"en","type":"article","venue":"Kerala Journal of Psychiatry","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003125519,0.00007200083,0.0001871271,0.0002433393,0.0006336666,0.00005108946,0.0004929949,0.00009054006,0.0005863945],"category_scores_gemma":[0.001939997,0.00005379288,0.00006277844,0.00091776,0.00004422688,0.0002820376,0.00007868354,0.001584434,0.0004645895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118606,"about_ca_system_score_gemma":0.00337729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005807768,"about_ca_topic_score_gemma":0.00007368722,"domain_scores_codex":[0.9969358,0.0007871604,0.0005002301,0.0001602934,0.0008996865,0.0007168232],"domain_scores_gemma":[0.9971673,0.0002953256,0.0001788013,0.0001641108,0.0008044887,0.001390002],"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":[0.0001138446,0.00004365465,0.09757691,0.0001667559,0.000007142175,0.000003679931,0.006565505,0.000002817998,0.0002369982,0.001793172,0.8895531,0.003936432],"study_design_scores_gemma":[0.0008009922,0.001024053,0.1701278,0.0002947135,0.000003988146,0.000007454629,0.02443923,0.0000398702,0.00002501677,0.005305115,0.7978219,0.0001098285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3803648,0.0004582575,0.000315765,0.6122562,0.003494241,0.0002979785,0.000002193715,0.000008691074,0.002801871],"genre_scores_gemma":[0.923271,0.0002373141,0.02159405,0.0305853,0.01752866,0.0000299762,0.000001534184,0.00002359159,0.006728604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5816709,"threshold_uncertainty_score":0.6883665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3293339690971424,"score_gpt":0.5665777757001255,"score_spread":0.2372438066029831,"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."}}