{"id":"W4281287460","doi":"10.1111/add.15956","title":"The iCannTookit: a consensus‐based, flexible framework for measuring contemporary cannabis use","year":2022,"lang":"en","type":"letter","venue":"Addiction","topic":"Cannabis and Cannabinoid Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Society for the Study of Addiction","keywords":"Cannabis; Unit (ring theory); Notice; Substance abuse; Psychology; Medicine; Psychiatry; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008626663,0.0004101104,0.0005676841,0.0003152928,0.001093132,0.000240944,0.0002877772,0.0007231539,0.000866652],"category_scores_gemma":[0.001302402,0.000321961,0.0005571505,0.0004181973,0.0002926075,0.00006915756,0.0001080556,0.003350566,0.00003565023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007798174,"about_ca_system_score_gemma":0.002032987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064333,"about_ca_topic_score_gemma":0.00002608889,"domain_scores_codex":[0.9964311,0.0002679011,0.0005497789,0.0006973218,0.001272325,0.0007815734],"domain_scores_gemma":[0.9975371,0.0004087016,0.0002984309,0.001026331,0.0005437852,0.00018566],"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":[0.001059542,0.00004395265,0.00009179041,0.0002016684,0.0002799094,0.0002160664,0.00004123515,0.0000140061,0.00007309306,0.0001083941,0.9949786,0.002891723],"study_design_scores_gemma":[0.001042255,0.0007101837,0.0002703855,0.0002379842,0.0002003608,0.000084691,0.00005121899,0.0004505483,0.0002486022,0.0002420513,0.9961415,0.0003202009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003818382,0.002421968,0.0005345803,0.989495,0.001360413,0.002832468,0.0009463871,0.0002920603,0.001735251],"genre_scores_gemma":[0.001788596,0.0001344017,0.0006262629,0.6369741,0.008111686,0.005317403,0.002989715,0.0003841279,0.3436737],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3525209,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07801987040642303,"score_gpt":0.3176126933501912,"score_spread":0.2395928229437681,"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."}}