{"id":"W4396783768","doi":"10.2139/ssrn.4823132","title":"Motivation to Restore: Scale Development and Validation","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Scale (ratio); Psychology; Geography; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03052853,0.0009486339,0.00135982,0.002025548,0.001947197,0.002914642,0.002272714,0.001433501,0.006573348],"category_scores_gemma":[0.08552781,0.001054966,0.002746312,0.001776502,0.002061697,0.002010555,0.003082477,0.002911837,0.002670975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216169,"about_ca_system_score_gemma":0.003582373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949823,"about_ca_topic_score_gemma":0.0025669,"domain_scores_codex":[0.9882208,0.005355137,0.001237583,0.001204476,0.003582451,0.0003996292],"domain_scores_gemma":[0.903396,0.06648517,0.002763218,0.01039079,0.01545763,0.001507187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004739374,0.01100386,0.4102563,0.001869588,0.00116918,0.0003126806,0.03270613,0.00567684,0.006707368,0.01540512,0.02408268,0.4860709],"study_design_scores_gemma":[0.003166261,0.007488821,0.8398167,0.0009332132,0.001106976,0.0005819076,0.01369894,0.03207237,0.0110193,0.02333979,0.06624843,0.0005273002],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973147,0.0005179416,0.05651297,0.000604628,0.0004774219,0.02506612,0.00191754,0.0007716498,0.01681704],"genre_scores_gemma":[0.8358238,0.0004642303,0.09412142,0.000427454,0.0001315256,0.05771002,0.003156955,0.000677438,0.007487175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03052853,"threshold_uncertainty_score":0.1614522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442130485670509,"score_gpt":0.2726218257333118,"score_spread":0.2382005208766067,"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."}}