{"id":"W3119861923","doi":"10.1002/mhw.31590","title":"Survey with input by people with lived experiences to inform research","year":2018,"lang":"en","type":"article","venue":"Mental Health Weekly","topic":"Mental Health Research Topics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Psychology; Depression (economics); Survey research; Norm (philosophy); Psychiatry; Gerontology; Clinical psychology; Demography; Medicine; Geography; Political science; Sociology; Applied psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003654175,0.0002417454,0.0003609528,0.0002826769,0.00108553,0.00008051972,0.0005739023,0.0001009646,0.003020409],"category_scores_gemma":[0.00006035779,0.0001793032,0.00001653402,0.001908156,0.0005416627,0.0001617461,0.0002116562,0.0005459405,0.002177253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006895378,"about_ca_system_score_gemma":0.0006841919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0273047,"about_ca_topic_score_gemma":0.02325004,"domain_scores_codex":[0.9945637,0.0009790065,0.0004771975,0.00067514,0.001467234,0.001837712],"domain_scores_gemma":[0.9973208,0.0002627913,0.0001161268,0.0006664143,0.0003928287,0.001241077],"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":[0.004478676,0.0007401867,0.09353392,0.0001895963,0.00003659672,0.00001330305,0.2852363,1.24153e-7,0.00002920428,0.0001647256,0.5805109,0.03506652],"study_design_scores_gemma":[0.003292634,0.04411502,0.3970568,0.0003244072,0.000001948524,0.00006409083,0.1509647,0.0000336858,0.0005667137,0.00001409842,0.4030095,0.0005564005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969119,0.0002973513,0.00008892955,0.01504909,0.0004703438,0.002425202,0.00008231572,0.00007655522,0.01239125],"genre_scores_gemma":[0.9693046,0.0000254773,0.0006443944,0.003547097,0.000188308,0.0008724449,0.0001551367,0.00005000002,0.0252125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3035229,"threshold_uncertainty_score":0.9985996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1994408712498699,"score_gpt":0.5236210229834112,"score_spread":0.3241801517335413,"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."}}